Open In Colab

1. Fitting Neural Network Models#

In this tutorial, we will learn how to use a neural network model to predict the energy of points on the MΓΌller-Brown potential energy surface.

from math import exp, pow, tanh
import numpy as np
import matplotlib.pyplot as plt
import plotly.graph_objects as go

1.1. Defining the MΓΌller-Brown Potential Energy Function#

For the definition of MΓΌller-Brown potential, see here.

\(v(x,y) = \sum_{k=0}^3 A_k \mathrm{exp}\left[ a_k (x - x_k^0)^2 + b_k (x - x_k^0) (y - y_k^0) + c_k (y - y_k^0)^2 \right] \)

def mueller_brown_potential(x, y):
  A = [-200, -100, -170, 15]
  a = [-1, -1, -6.5, 0.7]
  b = [0, 0, 11, 0.6]
  c = [-10, -10, -6.5, 0.7]
  x0 = [1, 0, -0.5, -1.0]
  y0 = [0, 0.5, 1.5, 1]
  value = 0
  for k in range(0, 4):
    value += 0.1 * A[k] * exp( a[k] * pow(x-x0[k], 2.0) + b[k] * (x-x0[k]) * (y-y0[k]) + c[k] * pow(y-y0[k], 2.0))
    #Scale the function by 0.1 to make plotting easier. 
  return value

1.1.1. Generate Training Data#

First, we need to generate data to train the neural network.

xx = np.arange(-1.8, 1.4, 0.1)
yy = np.arange(-0.4, 2.4, 0.1)
X, Y = np.meshgrid(xx, yy)
xy, xy_truncated = [],[]
z, z_truncated = [], []
for y in yy:
  for x in xx:
    v = mueller_brown_potential(x,y) #now using x and y values from the xx and yy arrays. 
    z.append(v) #storing potential energy values in the z array.
    xy.append([x,y])
    if v < 10:  #keep only low-energy points for training.
      xy_truncated.append([x, y])
      z_truncated.append(v)
Z = np.reshape(z,(len(yy),-1)) #reshape z array so that we can plot our data on a 2-D surface that is len(xx) by len(yy).
print("Zmin:", np.amin(Z), "Zmax:", np.amax(Z))
print("Size of (future) training set:", len(z_truncated))
print(len(z_truncated))
Zmin: -14.599803525171698 Zmax: 1194.4772333054245
Size of (future) training set: 696
696

1.1.2. Visualizing Training Data: 3-D Projection Surface#

We will now create a 3-D plot of our training data. To make the plot more readable, we will replace the points that have extremely high energy with nan (not a number). This will keep our \(Z\) array the same shape and help us ignore the high energy region that we are not interested in.

fig = go.Figure(data=[go.Surface(z=Z, x=X, y=Y, colorscale='rainbow', cmin=-15, cmax=9)])
fig.update_traces(contours_z=dict(show=True, project_z=True))
fig.update_layout(title='Mueller-Brown Potential', width=500, height=500,
                  scene = dict(
                      zaxis = dict(dtick=3, range=[-15, 15]),
                      camera_eye = dict(x=-1.2, y=-1.2, z=1.2)))
fig.show()

1.1.3. Visualizing Training Data: 3-D Projection Surface#

Because we are keeping only the low-energy points for training (v\(<\)10, cell 1.1.2), we will make a 3-D surface plot that more accurately reflects our training data.

import copy

clean_Z = copy.copy(Z)
clean_Z[clean_Z>10] = np.nan

fig = go.Figure(data=[go.Surface(z=clean_Z, x=X, y=Y, colorscale='rainbow', cmin=-15, cmax=9)])
fig.update_traces(contours_z=dict(show=True, project_z=True))
fig.update_layout(title='Mueller-Brown Potential', width=500, height=500,
                  scene = dict(
                      zaxis = dict(dtick=3, range=[-15, 15]),
                      camera_eye = dict(x=-1.2, y=-1.2, z=1.2)))
fig.show()

1.1.4. Visualizing Training Data: Contour Surface#

Now we will create a contour surface plot of our training data.

fig = plt.figure(figsize=(3,2.5), dpi=150)
levels = [-12, -8, -4, 0, 4, 8, 10]
ct = plt.contour(X, Y, Z, levels, colors='k')
plt.clabel(ct, inline=True, fmt='%3.0f', fontsize=8)
ct = plt.contourf(X, Y, Z, levels, cmap=plt.cm.rainbow, extend='both', vmin=-15, vmax=0)
plt.xlabel("x", labelpad=-0.75)
plt.ylabel("y", labelpad=2.5)
plt.tick_params(axis='both', pad=2,labelsize=8)
cbar = plt.colorbar()
cbar.ax.tick_params(labelsize=8)
plt.title('MΓΌeller Brown Contour Surface', fontsize=8)
plt.tight_layout()
plt.show()
_images/5c27ca4ca49a393dbb67ee2347dcd7a00e917b669b431b523f99eeb316592291.png

1.2. Loading PyTorch and Training Data#

After installing and importing pytorch, we will save our training data as a tensor data set.

import math
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch import Tensor
from torch.utils.data import TensorDataset, DataLoader, random_split

dataset = TensorDataset(Tensor(xy_truncated), Tensor(z_truncated))
train_loader = DataLoader(dataset, batch_size=32, shuffle=True)
print("Size of training set:", len(train_loader.dataset))
Size of training set: 696

1.2.1. A Basic Neural Network#

Below is a schematic of a neural network. Inputs (\(x\), \(y\)) are given weights (\(w\)). For each neuron in the hidden layer a bias (\(b\)) is added to the weighted inputs to generate a value (\(v\)) for the activation function (tanh). The activation function decides the activity (\(v'\)) of each neuron in the hidden layer. Weights (\(w'\)), biases (\(b'\)), and the activation function on the neuron of the output layer produces the prediction (\(V^{pred}\)).

NN_diagram.png

1.3. Defining the Neural Network Class#

Here we define our neural network as a Python class. A function (\(\it{train\_loop}\)) is used to loop through our training data.

class NeuralNetwork(nn.Module):
    def __init__(self, n1=20):  #n1 is the number of neurons for the first layer
        super().__init__()
        self.model = nn.Sequential(
            nn.Linear(2,n1), # Linear function taking 2 inputs and outputs data for 20 neurons.
            nn.Tanh(),
            nn.Linear(n1, 1) # Linear function taking data from 20 neurons and producing one output value. 
        )

    def forward(self, x): 
        return self.model(x)

def train_loop(dataloader, model, optimizer, i_epoch):

    size = len(dataloader.dataset)
    for batch, (X, y) in enumerate(dataloader):
        # Compute prediction and loss
        pred = model(X)
        loss = F.mse_loss(pred.squeeze(), y)

        # Backpropagation - using the loss function gradients to update the weights and biases.
        optimizer.zero_grad() # Zero out the gradients from the previous iteration to replace them. 
        loss.backward() # Update the gradients of the loss function.
        optimizer.step() # Uses step() to optimize the weights and biases with the updated gradients. 

        if batch % 15 == 0 and i_epoch % 100 == 0:
            loss, current = loss.item(), batch * len(X)
            print(f"epoch: {i_epoch:>3d} loss: {loss:>7.3f}  [{current:>5d}/{size:>5d}]")

1.4. Training the Model#

Now we can train the neural network model. We will finish our training when the desired number of epochs has been reached. We will also define some terms used for training below. \

Epochs - Number of forward/backward passes through the entire neural network.

Learning Rate - Determines the step size as we try to minimize the loss function. A faster learning rate would have a larger step size. \

Stochastic Gradient Descent (SGD) - The algorithm used for minimizing the loss function.

learning_rate = 1e-2
epochs = 1000
n1 = 20 
model = NeuralNetwork(n1)
loss_fn = F.mse_loss
optimizer = torch.optim.SGD(model.parameters(), lr=learning_rate)

for t in range(epochs):
    train_loop(train_loader, model, optimizer, t)
    # Note: In this example, there are 696 training points broken into 21 batches of batch size 32 (672 training points). 
    # That means there is an extra batch of 24 training points. When added together, this gives the full 696 training points. 
print("Done with Training!")
epoch:   0 loss:  34.932  [    0/  696]
epoch:   0 loss:  26.753  [  480/  696]
epoch: 100 loss:   2.421  [    0/  696]
epoch: 100 loss:   7.997  [  480/  696]
epoch: 200 loss:   2.312  [    0/  696]
epoch: 200 loss:   3.525  [  480/  696]
epoch: 300 loss:   1.487  [    0/  696]
epoch: 300 loss:   1.347  [  480/  696]
epoch: 400 loss:   1.274  [    0/  696]
epoch: 400 loss:   1.682  [  480/  696]
epoch: 500 loss:   1.491  [    0/  696]
epoch: 500 loss:   1.420  [  480/  696]
epoch: 600 loss:   1.258  [    0/  696]
epoch: 600 loss:   1.030  [  480/  696]
epoch: 700 loss:   0.608  [    0/  696]
epoch: 700 loss:   0.578  [  480/  696]
epoch: 800 loss:   1.220  [    0/  696]
epoch: 800 loss:   1.636  [  480/  696]
epoch: 900 loss:   0.622  [    0/  696]
epoch: 900 loss:   1.059  [  480/  696]
Done with Training!

1.5. Plotting Reference, Predicted, and Difference Surfaces#

Finally, we will plot the MΓΌller-Brown potential energy surface using the analytical function (reference), using the neural network (predicted), and we will show the difference between the predicted and reference surfaces.

def show_surface(model):

  z_pred = model(Tensor(xy))
  Z_pred = np.reshape(z_pred.detach().numpy(),(len(yy),-1))
  Zdiff = np.subtract(Z_pred, Z)

  fig = plt.figure(figsize=(3,7.5), dpi=150)


  plt.subplot(3, 1, 1)
  levels = [-12, -8, -4, 0, 4, 8]
  ct = plt.contour(X, Y, Z, levels, colors='k')
  plt.clabel(ct, inline=True, fmt='%3.0f', fontsize=8)
  ct = plt.contourf(X, Y, Z, levels, cmap=plt.cm.rainbow, extend='both', vmin=-15, vmax=0)
  plt.title("(a) Reference", fontsize=8)
  plt.xlabel("x", labelpad=-0.75)
  plt.ylabel("y", labelpad=2.5)
  plt.tick_params(axis='both', pad=2,labelsize=8)
  cbar= plt.colorbar()
  cbar.ax.tick_params(labelsize=8)

  plt.subplot(3, 1, 2)
  ct = plt.contour(X, Y, Z_pred, levels, colors='k')
  plt.clabel(ct, inline=True, fmt='%3.0f', fontsize=8)
  ct = plt.contourf(X, Y, Z_pred, levels, cmap=plt.cm.rainbow, extend='both', vmin=-15, vmax=0)
  plt.title("(b) Predicted", fontsize=8)
  plt.xlabel("x", labelpad=-0.75)
  plt.ylabel("y", labelpad=2.5)
  plt.tick_params(axis='both', pad=2,labelsize=8)
  cbar= plt.colorbar()
  cbar.ax.tick_params(labelsize=8)


  plt.subplot(3, 1, 3)
  levels = [-4, -2, 0, 2, 4]
  ct = plt.contour(X, Y, Zdiff, levels, colors='k')
  plt.clabel(ct, inline=True, fmt='%3.0f', fontsize=8)
  ct = plt.contourf(X, Y, Zdiff, levels, cmap=plt.cm.rainbow, extend='both', vmin=-4, vmax=4)
  plt.title("(c) Difference", fontsize=8)
  plt.xlabel("x", labelpad=-0.75)
  plt.ylabel("y", labelpad=2.5)
  print("diff, min, max:", np.amin(Zdiff), np.amax(Zdiff))
  plt.tick_params(axis='both', pad=2,labelsize=8)
  cbar= plt.colorbar()
  cbar.ax.tick_params(labelsize=8)

  plt.tight_layout()

  plt.show()

show_surface(model)
diff, min, max: -1185.764802351445 4.574740407854575
_images/10cc009d56249053a6765f6dea6df31eea8016fbf53cf216dcdda65b13f263ca.png

1.6. Taking a Look at the NN parameters#

In order to take a closer look at the neural network parameters, we will plug them into the linear functions.

print("model:", model)

for name, param in model.named_parameters():
    if name == 'model.0.weight': weights0 = param.data.detach().numpy()
    elif name == 'model.0.bias': bias0 = param.data.detach().numpy()
    elif name == 'model.2.weight': weights2 = param.data.detach().numpy()
    elif name == 'model.2.bias': bias2 = param.data.detach().numpy()

xy0 = np.array([-0.5, 1.5])
z0 = model(Tensor(xy0))

#first linear function
v1 = np.zeros(n1)
for i in range(0, n1):
  v1[i] += weights0[i,0] * xy0[0] + weights0[i,1] * xy0[1] + bias0[i]

#activation function
v2 = np.zeros(n1)
for i in range(0, n1):
  v2[i] = tanh(v1[i])

#second linear function
z_pred = 0.0
for i in range(0, n1):
  z_pred += weights2[0,i] * v2[i]
z_pred += bias2[0]

print("z0:", z0, "z_pred:", z_pred)
model: NeuralNetwork(
  (model): Sequential(
    (0): Linear(in_features=2, out_features=20, bias=True)
    (1): Tanh()
    (2): Linear(in_features=20, out_features=1, bias=True)
  )
)
z0: tensor([-14.1160], grad_fn=<AddBackward0>) z_pred: -14.116042206585465

1.7. A More Automated/Refined Implementation#

1.7.1. A PyTorch-Lightning Implementation#

Below is a more professional implementation of the neural network that saves epoch infromation in the logs_csv/ directory.

%pip install pytorch-lightning > /dev/null
import pytorch_lightning as pl
from pytorch_lightning import loggers as pl_loggers
[notice] A new release of pip is available: 22.0.4 -> 23.1
[notice] To update, run: pip install --upgrade pip
Note: you may need to restart the kernel to use updated packages.
class pl_model(pl.LightningModule):
    def __init__(self, n1=20):
        super().__init__()
        self.model = nn.Sequential(
            nn.Linear(2,n1),
            nn.Tanh(),
            nn.Linear(n1, 1)
        )
        self.learning_rate = 1e-2

    def forward(self, x): 
        return self.model(x)

    def training_step(self, batch, batch_idx):
        xy, z = batch
        z_pred = self(xy)
        loss = F.mse_loss(z_pred.squeeze(), z)
        self.log('train_loss', loss)
        return loss

    def configure_optimizers(self):
        # Using the Adam optimzation algorithm instead of SGD. 
        optimizer = torch.optim.Adam(self.parameters(), lr=self.learning_rate)
        scheduler = {'scheduler': torch.optim.lr_scheduler.ExponentialLR(optimizer, 0.95),
                     'interval': 'epoch',
                     'frequency': 1,
                    }
        return [optimizer]#, [scheduler]

csv_logger = pl_loggers.CSVLogger('logs_csv/')
trainer = pl.Trainer(max_epochs=1000, logger=csv_logger)
n1 = 20
model = pl_model(n1)
trainer.fit(model, train_loader)
GPU available: False, used: False
TPU available: False, using: 0 TPU cores
IPU available: False, using: 0 IPUs
HPU available: False, using: 0 HPUs
Missing logger folder: logs_csv/lightning_logs
  | Name  | Type       | Params
-------------------------------------
0 | model | Sequential | 81    
-------------------------------------
81        Trainable params
0         Non-trainable params
81        Total params
0.000     Total estimated model params size (MB)
/opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages/pytorch_lightning/loops/fit_loop.py:280: PossibleUserWarning:

The number of training batches (22) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.
Training: 0it [00:00, ?it/s]
Training:   0%|          | 0/22 [00:00<?, ?it/s]
Epoch 0:   0%|          | 0/22 [00:00<?, ?it/s] 
Epoch 0:   5%|▍         | 1/22 [00:00<00:00, 75.93it/s]
Epoch 0:   5%|▍         | 1/22 [00:00<00:00, 70.98it/s, v_num=0]
Epoch 0:   9%|β–‰         | 2/22 [00:00<00:00, 110.54it/s, v_num=0]
Epoch 0:   9%|β–‰         | 2/22 [00:00<00:00, 105.30it/s, v_num=0]
Epoch 0:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 127.14it/s, v_num=0]
Epoch 0:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 122.65it/s, v_num=0]
Epoch 0:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 136.47it/s, v_num=0]
Epoch 0:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 132.79it/s, v_num=0]
Epoch 0:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 146.50it/s, v_num=0]
Epoch 0:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 142.80it/s, v_num=0]
Epoch 0:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 151.92it/s, v_num=0]
Epoch 0:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 148.74it/s, v_num=0]
Epoch 0:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 157.48it/s, v_num=0]
Epoch 0:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 154.67it/s, v_num=0]
Epoch 0:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 162.53it/s, v_num=0]
Epoch 0:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 159.87it/s, v_num=0]
Epoch 0:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 166.21it/s, v_num=0]
Epoch 0:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 162.86it/s, v_num=0]
Epoch 0:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 169.56it/s, v_num=0]
Epoch 0:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 167.23it/s, v_num=0]
Epoch 0:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 169.70it/s, v_num=0]
Epoch 0:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 167.55it/s, v_num=0]
Epoch 0:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 170.29it/s, v_num=0]
Epoch 0:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 0:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 169.73it/s, v_num=0]
Epoch 0:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 167.91it/s, v_num=0]
Epoch 0:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 169.63it/s, v_num=0]
Epoch 0:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 167.62it/s, v_num=0]
Epoch 0:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 169.23it/s, v_num=0]
Epoch 0:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 167.67it/s, v_num=0]
Epoch 0:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 169.35it/s, v_num=0]
Epoch 0:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 165.95it/s, v_num=0]
Epoch 0:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 167.48it/s, v_num=0]
Epoch 0:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 166.15it/s, v_num=0]
Epoch 0:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 167.03it/s, v_num=0]
Epoch 0:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 165.59it/s, v_num=0]
Epoch 0:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 167.00it/s, v_num=0]
Epoch 0:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 161.96it/s, v_num=0]
Epoch 0:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 162.73it/s, v_num=0]
Epoch 0:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 161.26it/s, v_num=0]
Epoch 0:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 162.28it/s, v_num=0]
Epoch 0:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 159.98it/s, v_num=0]
Epoch 0: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.76it/s, v_num=0]
Epoch 0: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.34it/s, v_num=0]
Epoch 0: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.29it/s, v_num=0]
Epoch 0:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 1:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 1:   5%|▍         | 1/22 [00:00<00:00, 170.43it/s, v_num=0]
Epoch 1:   5%|▍         | 1/22 [00:00<00:00, 142.73it/s, v_num=0]
Epoch 1:   9%|β–‰         | 2/22 [00:00<00:00, 168.10it/s, v_num=0]
Epoch 1:   9%|β–‰         | 2/22 [00:00<00:00, 155.40it/s, v_num=0]
Epoch 1:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 173.02it/s, v_num=0]
Epoch 1:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 164.96it/s, v_num=0]
Epoch 1:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 172.83it/s, v_num=0]
Epoch 1:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 165.79it/s, v_num=0]
Epoch 1:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 169.00it/s, v_num=0]
Epoch 1:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 164.63it/s, v_num=0]
Epoch 1:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 169.95it/s, v_num=0]
Epoch 1:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 166.45it/s, v_num=0]
Epoch 1:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 169.68it/s, v_num=0]
Epoch 1:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 165.33it/s, v_num=0]
Epoch 1:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 167.84it/s, v_num=0]
Epoch 1:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 164.83it/s, v_num=0]
Epoch 1:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 166.31it/s, v_num=0]
Epoch 1:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 160.46it/s, v_num=0]
Epoch 1:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 165.53it/s, v_num=0]
Epoch 1:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 159.53it/s, v_num=0]
Epoch 1:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 162.51it/s, v_num=0]
Epoch 1:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 157.18it/s, v_num=0]
Epoch 1:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 160.94it/s, v_num=0]
Epoch 1:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 159.02it/s, v_num=0]
Epoch 1:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 160.67it/s, v_num=0]
Epoch 1:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 156.60it/s, v_num=0]
Epoch 1:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 156.87it/s, v_num=0]
Epoch 1:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 155.08it/s, v_num=0]
Epoch 1:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 157.26it/s, v_num=0]
Epoch 1:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 154.21it/s, v_num=0]
Epoch 1:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.08it/s, v_num=0]
Epoch 1:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.58it/s, v_num=0]
Epoch 1:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 156.87it/s, v_num=0]
Epoch 1:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 153.82it/s, v_num=0]
Epoch 1:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 156.26it/s, v_num=0]
Epoch 1:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 153.02it/s, v_num=0]
Epoch 1:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.80it/s, v_num=0]
Epoch 1:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 150.59it/s, v_num=0]
Epoch 1:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 151.97it/s, v_num=0]
Epoch 1:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 149.47it/s, v_num=0]
Epoch 1:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.77it/s, v_num=0]
Epoch 1:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 150.87it/s, v_num=0]
Epoch 1: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.35it/s, v_num=0]
Epoch 1: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.16it/s, v_num=0]
Epoch 1: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.08it/s, v_num=0]
Epoch 1:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 2:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 2:   5%|▍         | 1/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 2:   5%|▍         | 1/22 [00:00<00:00, 116.08it/s, v_num=0]
Epoch 2:   9%|β–‰         | 2/22 [00:00<00:00, 147.63it/s, v_num=0]
Epoch 2:   9%|β–‰         | 2/22 [00:00<00:00, 138.22it/s, v_num=0]
Epoch 2:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 151.41it/s, v_num=0]
Epoch 2:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 137.67it/s, v_num=0]
Epoch 2:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 146.02it/s, v_num=0]
Epoch 2:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 136.48it/s, v_num=0]
Epoch 2:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 145.71it/s, v_num=0]
Epoch 2:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 142.36it/s, v_num=0]
Epoch 2:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 143.27it/s, v_num=0]
Epoch 2:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 135.05it/s, v_num=0]
Epoch 2:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 140.20it/s, v_num=0]
Epoch 2:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 137.84it/s, v_num=0]
Epoch 2:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 144.13it/s, v_num=0]
Epoch 2:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 141.06it/s, v_num=0]
Epoch 2:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 146.53it/s, v_num=0]
Epoch 2:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 144.63it/s, v_num=0]
Epoch 2:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 148.68it/s, v_num=0]
Epoch 2:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 146.28it/s, v_num=0]
Epoch 2:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 149.24it/s, v_num=0]
Epoch 2:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 145.11it/s, v_num=0]
Epoch 2:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 148.26it/s, v_num=0]
Epoch 2:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 144.24it/s, v_num=0]
Epoch 2:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 147.45it/s, v_num=0]
Epoch 2:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 144.46it/s, v_num=0]
Epoch 2:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 147.60it/s, v_num=0]
Epoch 2:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 144.17it/s, v_num=0]
Epoch 2:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 146.88it/s, v_num=0]
Epoch 2:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 143.79it/s, v_num=0]
Epoch 2:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 146.38it/s, v_num=0]
Epoch 2:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 145.10it/s, v_num=0]
Epoch 2:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 147.03it/s, v_num=0]
Epoch 2:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 145.79it/s, v_num=0]
Epoch 2:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 148.38it/s, v_num=0]
Epoch 2:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 147.21it/s, v_num=0]
Epoch 2:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 149.97it/s, v_num=0]
Epoch 2:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 149.07it/s, v_num=0]
Epoch 2:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 151.14it/s, v_num=0]
Epoch 2:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.28it/s, v_num=0]
Epoch 2:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.76it/s, v_num=0]
Epoch 2:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 149.26it/s, v_num=0]
Epoch 2: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.74it/s, v_num=0]
Epoch 2: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.61it/s, v_num=0]
Epoch 2: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.50it/s, v_num=0]
Epoch 2:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 3:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 3:   5%|▍         | 1/22 [00:00<00:00, 139.66it/s, v_num=0]
Epoch 3:   5%|▍         | 1/22 [00:00<00:00, 125.91it/s, v_num=0]
Epoch 3:   9%|β–‰         | 2/22 [00:00<00:00, 151.99it/s, v_num=0]
Epoch 3:   9%|β–‰         | 2/22 [00:00<00:00, 130.98it/s, v_num=0]
Epoch 3:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 151.68it/s, v_num=0]
Epoch 3:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 138.29it/s, v_num=0]
Epoch 3:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 150.06it/s, v_num=0]
Epoch 3:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 137.52it/s, v_num=0]
Epoch 3:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 145.82it/s, v_num=0]
Epoch 3:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 141.96it/s, v_num=0]
Epoch 3:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 148.79it/s, v_num=0]
Epoch 3:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 145.78it/s, v_num=0]
Epoch 3:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 153.27it/s, v_num=0]
Epoch 3:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 150.62it/s, v_num=0]
Epoch 3:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 156.64it/s, v_num=0]
Epoch 3:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 154.37it/s, v_num=0]
Epoch 3:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 159.02it/s, v_num=0]
Epoch 3:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 153.79it/s, v_num=0]
Epoch 3:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 157.78it/s, v_num=0]
Epoch 3:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 152.22it/s, v_num=0]
Epoch 3:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 156.93it/s, v_num=0]
Epoch 3:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 152.45it/s, v_num=0]
Epoch 3:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.92it/s, v_num=0]
Epoch 3:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 150.36it/s, v_num=0]
Epoch 3:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 153.31it/s, v_num=0]
Epoch 3:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 150.29it/s, v_num=0]
Epoch 3:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 153.21it/s, v_num=0]
Epoch 3:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 149.07it/s, v_num=0]
Epoch 3:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 151.85it/s, v_num=0]
Epoch 3:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 148.55it/s, v_num=0]
Epoch 3:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 151.81it/s, v_num=0]
Epoch 3:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 150.33it/s, v_num=0]
Epoch 3:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 151.35it/s, v_num=0]
Epoch 3:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 149.95it/s, v_num=0]
Epoch 3:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 153.12it/s, v_num=0]
Epoch 3:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.73it/s, v_num=0]
Epoch 3:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 153.33it/s, v_num=0]
Epoch 3:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.95it/s, v_num=0]
Epoch 3:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 154.09it/s, v_num=0]
Epoch 3:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 151.85it/s, v_num=0]
Epoch 3:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 155.17it/s, v_num=0]
Epoch 3:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 154.06it/s, v_num=0]
Epoch 3: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.41it/s, v_num=0]
Epoch 3: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.47it/s, v_num=0]
Epoch 3: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.51it/s, v_num=0]
Epoch 3:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 4:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 4:   5%|▍         | 1/22 [00:00<00:00, 173.22it/s, v_num=0]
Epoch 4:   5%|▍         | 1/22 [00:00<00:00, 150.28it/s, v_num=0]
Epoch 4:   9%|β–‰         | 2/22 [00:00<00:00, 175.49it/s, v_num=0]
Epoch 4:   9%|β–‰         | 2/22 [00:00<00:00, 161.55it/s, v_num=0]
Epoch 4:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 183.00it/s, v_num=0]
Epoch 4:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 174.05it/s, v_num=0]
Epoch 4:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 178.27it/s, v_num=0]
Epoch 4:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 164.13it/s, v_num=0]
Epoch 4:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 178.45it/s, v_num=0]
Epoch 4:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 172.20it/s, v_num=0]
Epoch 4:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 179.04it/s, v_num=0]
Epoch 4:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 174.85it/s, v_num=0]
Epoch 4:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 177.67it/s, v_num=0]
Epoch 4:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 174.11it/s, v_num=0]
Epoch 4:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 177.03it/s, v_num=0]
Epoch 4:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 172.76it/s, v_num=0]
Epoch 4:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 175.40it/s, v_num=0]
Epoch 4:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 172.53it/s, v_num=0]
Epoch 4:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 170.73it/s, v_num=0]
Epoch 4:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 167.42it/s, v_num=0]
Epoch 4:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 167.38it/s, v_num=0]
Epoch 4:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 164.62it/s, v_num=0]
Epoch 4:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 160.29it/s, v_num=0]
Epoch 4:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.42it/s, v_num=0]
Epoch 4:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.54it/s, v_num=0]
Epoch 4:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 155.84it/s, v_num=0]
Epoch 4:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 158.08it/s, v_num=0]
Epoch 4:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 156.47it/s, v_num=0]
Epoch 4:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 159.40it/s, v_num=0]
Epoch 4:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 158.04it/s, v_num=0]
Epoch 4:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 159.03it/s, v_num=0]
Epoch 4:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 157.46it/s, v_num=0]
Epoch 4:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 160.58it/s, v_num=0]
Epoch 4:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 158.72it/s, v_num=0]
Epoch 4:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 160.74it/s, v_num=0]
Epoch 4:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 159.58it/s, v_num=0]
Epoch 4:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 160.90it/s, v_num=0]
Epoch 4:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 157.80it/s, v_num=0]
Epoch 4:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 161.13it/s, v_num=0]
Epoch 4:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 160.09it/s, v_num=0]
Epoch 4:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 160.84it/s, v_num=0]
Epoch 4:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 159.78it/s, v_num=0]
Epoch 4: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 161.47it/s, v_num=0]
Epoch 4: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.62it/s, v_num=0]
Epoch 4: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.32it/s, v_num=0]
Epoch 4:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 5:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 5:   5%|▍         | 1/22 [00:00<00:00, 189.59it/s, v_num=0]
Epoch 5:   5%|▍         | 1/22 [00:00<00:00, 142.39it/s, v_num=0]
Epoch 5:   9%|β–‰         | 2/22 [00:00<00:00, 187.61it/s, v_num=0]
Epoch 5:   9%|β–‰         | 2/22 [00:00<00:00, 168.92it/s, v_num=0]
Epoch 5:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 192.26it/s, v_num=0]
Epoch 5:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 178.72it/s, v_num=0]
Epoch 5:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 196.76it/s, v_num=0]
Epoch 5:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 183.53it/s, v_num=0]
Epoch 5:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 193.26it/s, v_num=0]
Epoch 5:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 183.74it/s, v_num=0]
Epoch 5:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 191.88it/s, v_num=0]
Epoch 5:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 184.59it/s, v_num=0]
Epoch 5:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 186.87it/s, v_num=0]
Epoch 5:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 180.12it/s, v_num=0]
Epoch 5:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 187.40it/s, v_num=0]
Epoch 5:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 182.20it/s, v_num=0]
Epoch 5:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 188.55it/s, v_num=0]
Epoch 5:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 183.89it/s, v_num=0]
Epoch 5:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 189.73it/s, v_num=0]
Epoch 5:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 185.01it/s, v_num=0]
Epoch 5:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 191.08it/s, v_num=0]
Epoch 5:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 187.00it/s, v_num=0]
Epoch 5:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 192.00it/s, v_num=0]
Epoch 5:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 188.45it/s, v_num=0]
Epoch 5:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 193.06it/s, v_num=0]
Epoch 5:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 189.65it/s, v_num=0]
Epoch 5:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 193.63it/s, v_num=0]
Epoch 5:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 190.56it/s, v_num=0]
Epoch 5:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.79it/s, v_num=0]
Epoch 5:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.49it/s, v_num=0]
Epoch 5:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 193.49it/s, v_num=0]
Epoch 5:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 190.72it/s, v_num=0]
Epoch 5:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 194.02it/s, v_num=0]
Epoch 5:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 191.40it/s, v_num=0]
Epoch 5:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 194.11it/s, v_num=0]
Epoch 5:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.62it/s, v_num=0]
Epoch 5:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 194.51it/s, v_num=0]
Epoch 5:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 192.05it/s, v_num=0]
Epoch 5:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 194.73it/s, v_num=0]
Epoch 5:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 192.47it/s, v_num=0]
Epoch 5:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 194.90it/s, v_num=0]
Epoch 5:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 192.74it/s, v_num=0]
Epoch 5: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 193.46it/s, v_num=0]
Epoch 5: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.76it/s, v_num=0]
Epoch 5: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 186.44it/s, v_num=0]
Epoch 5:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 6:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 6:   5%|▍         | 1/22 [00:00<00:00, 158.44it/s, v_num=0]
Epoch 6:   5%|▍         | 1/22 [00:00<00:00, 133.15it/s, v_num=0]
Epoch 6:   9%|β–‰         | 2/22 [00:00<00:00, 177.28it/s, v_num=0]
Epoch 6:   9%|β–‰         | 2/22 [00:00<00:00, 161.39it/s, v_num=0]
Epoch 6:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 186.80it/s, v_num=0]
Epoch 6:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 174.60it/s, v_num=0]
Epoch 6:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 191.28it/s, v_num=0]
Epoch 6:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 181.88it/s, v_num=0]
Epoch 6:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 24.46it/s, v_num=0] 
Epoch 6:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 24.30it/s, v_num=0]
Epoch 6:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 28.58it/s, v_num=0]
Epoch 6:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 28.24it/s, v_num=0]
Epoch 6:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 32.28it/s, v_num=0]
Epoch 6:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 32.12it/s, v_num=0]
Epoch 6:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 36.04it/s, v_num=0]
Epoch 6:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 35.90it/s, v_num=0]
Epoch 6:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 39.62it/s, v_num=0]
Epoch 6:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 39.39it/s, v_num=0]
Epoch 6:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 42.86it/s, v_num=0]
Epoch 6:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 42.63it/s, v_num=0]
Epoch 6:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 45.95it/s, v_num=0]
Epoch 6:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 45.71it/s, v_num=0]
Epoch 6:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 49.01it/s, v_num=0]
Epoch 6:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 48.52it/s, v_num=0]
Epoch 6:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 51.35it/s, v_num=0]
Epoch 6:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 51.17it/s, v_num=0]
Epoch 6:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 54.15it/s, v_num=0]
Epoch 6:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 53.92it/s, v_num=0]
Epoch 6:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 56.68it/s, v_num=0]
Epoch 6:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 56.40it/s, v_num=0]
Epoch 6:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 59.17it/s, v_num=0]
Epoch 6:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 58.94it/s, v_num=0]
Epoch 6:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 61.56it/s, v_num=0]
Epoch 6:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 61.34it/s, v_num=0]
Epoch 6:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 63.95it/s, v_num=0]
Epoch 6:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 63.43it/s, v_num=0]
Epoch 6:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 65.66it/s, v_num=0]
Epoch 6:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 65.29it/s, v_num=0]
Epoch 6:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 67.12it/s, v_num=0]
Epoch 6:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 66.90it/s, v_num=0]
Epoch 6:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 69.17it/s, v_num=0]
Epoch 6:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 68.96it/s, v_num=0]
Epoch 6: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 71.18it/s, v_num=0]
Epoch 6: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 70.91it/s, v_num=0]
Epoch 6: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 70.62it/s, v_num=0]
Epoch 6:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]         
Epoch 7:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 7:   5%|▍         | 1/22 [00:00<00:00, 155.20it/s, v_num=0]
Epoch 7:   5%|▍         | 1/22 [00:00<00:00, 132.21it/s, v_num=0]
Epoch 7:   9%|β–‰         | 2/22 [00:00<00:00, 168.22it/s, v_num=0]
Epoch 7:   9%|β–‰         | 2/22 [00:00<00:00, 155.35it/s, v_num=0]
Epoch 7:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 167.78it/s, v_num=0]
Epoch 7:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 157.04it/s, v_num=0]
Epoch 7:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 163.54it/s, v_num=0]
Epoch 7:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 154.74it/s, v_num=0]
Epoch 7:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 166.49it/s, v_num=0]
Epoch 7:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 161.71it/s, v_num=0]
Epoch 7:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 172.22it/s, v_num=0]
Epoch 7:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 167.71it/s, v_num=0]
Epoch 7:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 173.39it/s, v_num=0]
Epoch 7:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 163.39it/s, v_num=0]
Epoch 7:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 167.03it/s, v_num=0]
Epoch 7:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 163.91it/s, v_num=0]
Epoch 7:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 169.08it/s, v_num=0]
Epoch 7:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 165.43it/s, v_num=0]
Epoch 7:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 171.02it/s, v_num=0]
Epoch 7:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 166.88it/s, v_num=0]
Epoch 7:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 172.03it/s, v_num=0]
Epoch 7:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 169.81it/s, v_num=0]
Epoch 7:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 173.57it/s, v_num=0]
Epoch 7:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 171.24it/s, v_num=0]
Epoch 7:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 172.04it/s, v_num=0]
Epoch 7:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 169.79it/s, v_num=0]
Epoch 7:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 173.43it/s, v_num=0]
Epoch 7:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 171.65it/s, v_num=0]
Epoch 7:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 175.54it/s, v_num=0]
Epoch 7:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 173.61it/s, v_num=0]
Epoch 7:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 176.00it/s, v_num=0]
Epoch 7:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 165.01it/s, v_num=0]
Epoch 7:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 166.55it/s, v_num=0]
Epoch 7:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 163.47it/s, v_num=0]
Epoch 7:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 165.77it/s, v_num=0]
Epoch 7:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 162.71it/s, v_num=0]
Epoch 7:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 164.19it/s, v_num=0]
Epoch 7:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 161.41it/s, v_num=0]
Epoch 7:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 161.18it/s, v_num=0]
Epoch 7:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 157.30it/s, v_num=0]
Epoch 7:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 156.04it/s, v_num=0]
Epoch 7:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 155.02it/s, v_num=0]
Epoch 7: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.15it/s, v_num=0]
Epoch 7: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.71it/s, v_num=0]
Epoch 7: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 153.21it/s, v_num=0]
Epoch 7:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 8:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 8:   5%|▍         | 1/22 [00:00<00:00, 124.34it/s, v_num=0]
Epoch 8:   5%|▍         | 1/22 [00:00<00:00, 95.00it/s, v_num=0] 
Epoch 8:   9%|β–‰         | 2/22 [00:00<00:00, 133.51it/s, v_num=0]
Epoch 8:   9%|β–‰         | 2/22 [00:00<00:00, 123.84it/s, v_num=0]
Epoch 8:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 130.61it/s, v_num=0]
Epoch 8:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 123.98it/s, v_num=0]
Epoch 8:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 125.59it/s, v_num=0]
Epoch 8:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 120.55it/s, v_num=0]
Epoch 8:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 133.63it/s, v_num=0]
Epoch 8:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 128.68it/s, v_num=0]
Epoch 8:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 139.08it/s, v_num=0]
Epoch 8:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 135.31it/s, v_num=0]
Epoch 8:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 144.41it/s, v_num=0]
Epoch 8:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 140.85it/s, v_num=0]
Epoch 8:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 145.04it/s, v_num=0]
Epoch 8:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 136.62it/s, v_num=0]
Epoch 8:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 138.21it/s, v_num=0]
Epoch 8:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 133.95it/s, v_num=0]
Epoch 8:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 138.87it/s, v_num=0]
Epoch 8:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 136.15it/s, v_num=0]
Epoch 8:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 141.34it/s, v_num=0]
Epoch 8:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 138.91it/s, v_num=0]
Epoch 8:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 143.00it/s, v_num=0]
Epoch 8:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 140.89it/s, v_num=0]
Epoch 8:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 145.10it/s, v_num=0]
Epoch 8:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 143.18it/s, v_num=0]
Epoch 8:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 147.67it/s, v_num=0]
Epoch 8:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 145.29it/s, v_num=0]
Epoch 8:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 149.43it/s, v_num=0]
Epoch 8:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 147.62it/s, v_num=0]
Epoch 8:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 149.04it/s, v_num=0]
Epoch 8:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 147.25it/s, v_num=0]
Epoch 8:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 146.80it/s, v_num=0]
Epoch 8:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 145.20it/s, v_num=0]
Epoch 8:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 148.57it/s, v_num=0]
Epoch 8:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 147.08it/s, v_num=0]
Epoch 8:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 150.57it/s, v_num=0]
Epoch 8:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 149.11it/s, v_num=0]
Epoch 8:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 148.80it/s, v_num=0]
Epoch 8:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 147.76it/s, v_num=0]
Epoch 8:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 148.69it/s, v_num=0]
Epoch 8:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 145.57it/s, v_num=0]
Epoch 8: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.17it/s, v_num=0]
Epoch 8: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 145.82it/s, v_num=0]
Epoch 8: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 142.76it/s, v_num=0]
Epoch 8:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 9:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 9:   5%|▍         | 1/22 [00:00<00:00, 147.40it/s, v_num=0]
Epoch 9:   5%|▍         | 1/22 [00:00<00:00, 110.87it/s, v_num=0]
Epoch 9:   9%|β–‰         | 2/22 [00:00<00:00, 145.61it/s, v_num=0]
Epoch 9:   9%|β–‰         | 2/22 [00:00<00:00, 136.66it/s, v_num=0]
Epoch 9:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 130.23it/s, v_num=0]
Epoch 9:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 124.39it/s, v_num=0]
Epoch 9:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 138.00it/s, v_num=0]
Epoch 9:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 133.70it/s, v_num=0]
Epoch 9:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 142.60it/s, v_num=0]
Epoch 9:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 139.04it/s, v_num=0]
Epoch 9:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 142.59it/s, v_num=0]
Epoch 9:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 122.30it/s, v_num=0]
Epoch 9:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 131.58it/s, v_num=0]
Epoch 9:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 128.99it/s, v_num=0]
Epoch 9:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 136.07it/s, v_num=0]
Epoch 9:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 131.57it/s, v_num=0]
Epoch 9:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 137.16it/s, v_num=0]
Epoch 9:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 132.94it/s, v_num=0]
Epoch 9:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 136.17it/s, v_num=0]
Epoch 9:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 132.49it/s, v_num=0]
Epoch 9:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 136.81it/s, v_num=0]
Epoch 9:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 135.38it/s, v_num=0]
Epoch 9:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 137.80it/s, v_num=0]
Epoch 9:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 136.46it/s, v_num=0]
Epoch 9:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 140.30it/s, v_num=0]
Epoch 9:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 137.04it/s, v_num=0]
Epoch 9:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 140.34it/s, v_num=0]
Epoch 9:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 139.17it/s, v_num=0]
Epoch 9:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 141.41it/s, v_num=0]
Epoch 9:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 140.34it/s, v_num=0]
Epoch 9:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 141.42it/s, v_num=0]
Epoch 9:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 140.13it/s, v_num=0]
Epoch 9:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 140.03it/s, v_num=0]
Epoch 9:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 138.79it/s, v_num=0]
Epoch 9:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 141.04it/s, v_num=0]
Epoch 9:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 139.96it/s, v_num=0]
Epoch 9:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 141.89it/s, v_num=0]
Epoch 9:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 139.98it/s, v_num=0]
Epoch 9:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 142.40it/s, v_num=0]
Epoch 9:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 141.52it/s, v_num=0]
Epoch 9:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 143.83it/s, v_num=0]
Epoch 9:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 142.79it/s, v_num=0]
Epoch 9: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 144.44it/s, v_num=0]
Epoch 9: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 143.66it/s, v_num=0]
Epoch 9: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 141.04it/s, v_num=0]
Epoch 9:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 10:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 10:   5%|▍         | 1/22 [00:00<00:00, 112.06it/s, v_num=0]
Epoch 10:   5%|▍         | 1/22 [00:00<00:00, 89.35it/s, v_num=0] 
Epoch 10:   9%|β–‰         | 2/22 [00:00<00:00, 128.21it/s, v_num=0]
Epoch 10:   9%|β–‰         | 2/22 [00:00<00:00, 113.46it/s, v_num=0]
Epoch 10:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 134.07it/s, v_num=0]
Epoch 10:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 129.42it/s, v_num=0]
Epoch 10:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 141.12it/s, v_num=0]
Epoch 10:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 135.57it/s, v_num=0]
Epoch 10:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 146.67it/s, v_num=0]
Epoch 10:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 143.01it/s, v_num=0]
Epoch 10:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 130.57it/s, v_num=0]
Epoch 10:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 124.18it/s, v_num=0]
Epoch 10:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 130.14it/s, v_num=0]
Epoch 10:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 126.31it/s, v_num=0]
Epoch 10:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 127.33it/s, v_num=0]
Epoch 10:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 122.63it/s, v_num=0]
Epoch 10:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 125.95it/s, v_num=0]
Epoch 10:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 122.14it/s, v_num=0]
Epoch 10:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 126.83it/s, v_num=0]
Epoch 10:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 124.93it/s, v_num=0]
Epoch 10:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 129.36it/s, v_num=0]
Epoch 10:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 127.89it/s, v_num=0]
Epoch 10:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 126.58it/s, v_num=0]
Epoch 10:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 121.48it/s, v_num=0]
Epoch 10:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 125.91it/s, v_num=0]
Epoch 10:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 121.74it/s, v_num=0]
Epoch 10:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 125.88it/s, v_num=0]
Epoch 10:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 123.63it/s, v_num=0]
Epoch 10:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 127.96it/s, v_num=0]
Epoch 10:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 127.12it/s, v_num=0]
Epoch 10:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 130.43it/s, v_num=0]
Epoch 10:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 129.42it/s, v_num=0]
Epoch 10:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 131.98it/s, v_num=0]
Epoch 10:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 130.98it/s, v_num=0]
Epoch 10:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 133.76it/s, v_num=0]
Epoch 10:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 132.89it/s, v_num=0]
Epoch 10:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 135.15it/s, v_num=0]
Epoch 10:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 134.30it/s, v_num=0]
Epoch 10:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 136.12it/s, v_num=0]
Epoch 10:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 135.29it/s, v_num=0]
Epoch 10:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 137.41it/s, v_num=0]
Epoch 10:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 136.65it/s, v_num=0]
Epoch 10: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 139.28it/s, v_num=0]
Epoch 10: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 138.39it/s, v_num=0]
Epoch 10: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 137.44it/s, v_num=0]
Epoch 10:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 11:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 11:   5%|▍         | 1/22 [00:00<00:00, 166.76it/s, v_num=0]
Epoch 11:   5%|▍         | 1/22 [00:00<00:00, 141.51it/s, v_num=0]
Epoch 11:   9%|β–‰         | 2/22 [00:00<00:00, 165.41it/s, v_num=0]
Epoch 11:   9%|β–‰         | 2/22 [00:00<00:00, 154.24it/s, v_num=0]
Epoch 11:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 175.39it/s, v_num=0]
Epoch 11:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 166.41it/s, v_num=0]
Epoch 11:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 180.12it/s, v_num=0]
Epoch 11:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 173.55it/s, v_num=0]
Epoch 11:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 183.32it/s, v_num=0]
Epoch 11:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 175.15it/s, v_num=0]
Epoch 11:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 181.65it/s, v_num=0]
Epoch 11:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 177.02it/s, v_num=0]
Epoch 11:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 183.84it/s, v_num=0]
Epoch 11:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 180.21it/s, v_num=0]
Epoch 11:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.85it/s, v_num=0]
Epoch 11:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 174.98it/s, v_num=0]
Epoch 11:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 176.88it/s, v_num=0]
Epoch 11:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 173.74it/s, v_num=0]
Epoch 11:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 177.87it/s, v_num=0]
Epoch 11:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 175.11it/s, v_num=0]
Epoch 11:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 179.25it/s, v_num=0]
Epoch 11:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 176.48it/s, v_num=0]
Epoch 11:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 180.03it/s, v_num=0]
Epoch 11:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 177.55it/s, v_num=0]
Epoch 11:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 181.18it/s, v_num=0]
Epoch 11:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 178.70it/s, v_num=0]
Epoch 11:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 181.82it/s, v_num=0]
Epoch 11:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 179.92it/s, v_num=0]
Epoch 11:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 174.78it/s, v_num=0]
Epoch 11:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 170.51it/s, v_num=0]
Epoch 11:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 171.76it/s, v_num=0]
Epoch 11:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 169.92it/s, v_num=0]
Epoch 11:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 171.38it/s, v_num=0]
Epoch 11:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 168.13it/s, v_num=0]
Epoch 11:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 169.28it/s, v_num=0]
Epoch 11:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 167.82it/s, v_num=0]
Epoch 11:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 169.25it/s, v_num=0]
Epoch 11:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 166.03it/s, v_num=0]
Epoch 11:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 167.03it/s, v_num=0]
Epoch 11:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 165.88it/s, v_num=0]
Epoch 11:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 167.17it/s, v_num=0]
Epoch 11:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 165.45it/s, v_num=0]
Epoch 11: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 168.52it/s, v_num=0]
Epoch 11: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 166.93it/s, v_num=0]
Epoch 11: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 165.40it/s, v_num=0]
Epoch 11:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 12:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 12:   5%|▍         | 1/22 [00:00<00:00, 185.89it/s, v_num=0]
Epoch 12:   5%|▍         | 1/22 [00:00<00:00, 149.66it/s, v_num=0]
Epoch 12:   9%|β–‰         | 2/22 [00:00<00:00, 177.88it/s, v_num=0]
Epoch 12:   9%|β–‰         | 2/22 [00:00<00:00, 160.68it/s, v_num=0]
Epoch 12:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 171.56it/s, v_num=0]
Epoch 12:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 160.01it/s, v_num=0]
Epoch 12:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 173.68it/s, v_num=0]
Epoch 12:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 164.98it/s, v_num=0]
Epoch 12:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 177.51it/s, v_num=0]
Epoch 12:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 170.20it/s, v_num=0]
Epoch 12:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 179.18it/s, v_num=0]
Epoch 12:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 173.03it/s, v_num=0]
Epoch 12:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 182.61it/s, v_num=0]
Epoch 12:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 177.12it/s, v_num=0]
Epoch 12:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 185.00it/s, v_num=0]
Epoch 12:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 180.07it/s, v_num=0]
Epoch 12:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 185.89it/s, v_num=0]
Epoch 12:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 181.43it/s, v_num=0]
Epoch 12:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 182.52it/s, v_num=0]
Epoch 12:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 178.73it/s, v_num=0]
Epoch 12:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 183.53it/s, v_num=0]
Epoch 12:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 180.07it/s, v_num=0]
Epoch 12:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 184.13it/s, v_num=0]
Epoch 12:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 179.35it/s, v_num=0]
Epoch 12:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 181.27it/s, v_num=0]
Epoch 12:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 177.76it/s, v_num=0]
Epoch 12:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 174.36it/s, v_num=0]
Epoch 12:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 171.82it/s, v_num=0]
Epoch 12:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 174.93it/s, v_num=0]
Epoch 12:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 172.51it/s, v_num=0]
Epoch 12:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 175.87it/s, v_num=0]
Epoch 12:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 173.14it/s, v_num=0]
Epoch 12:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 174.66it/s, v_num=0]
Epoch 12:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 172.46it/s, v_num=0]
Epoch 12:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 175.53it/s, v_num=0]
Epoch 12:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 173.62it/s, v_num=0]
Epoch 12:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 176.52it/s, v_num=0]
Epoch 12:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 174.56it/s, v_num=0]
Epoch 12:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 176.59it/s, v_num=0]
Epoch 12:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 174.24it/s, v_num=0]
Epoch 12:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 176.74it/s, v_num=0]
Epoch 12:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 174.73it/s, v_num=0]
Epoch 12: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 172.29it/s, v_num=0]
Epoch 12: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 170.41it/s, v_num=0]
Epoch 12: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 168.63it/s, v_num=0]
Epoch 12:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 13:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 13:   5%|▍         | 1/22 [00:00<00:00, 146.33it/s, v_num=0]
Epoch 13:   5%|▍         | 1/22 [00:00<00:00, 124.26it/s, v_num=0]
Epoch 13:   9%|β–‰         | 2/22 [00:00<00:00, 166.41it/s, v_num=0]
Epoch 13:   9%|β–‰         | 2/22 [00:00<00:00, 130.07it/s, v_num=0]
Epoch 13:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 151.67it/s, v_num=0]
Epoch 13:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 142.74it/s, v_num=0]
Epoch 13:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 152.64it/s, v_num=0]
Epoch 13:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 145.68it/s, v_num=0]
Epoch 13:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 160.39it/s, v_num=0]
Epoch 13:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 155.59it/s, v_num=0]
Epoch 13:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 162.71it/s, v_num=0]
Epoch 13:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 158.51it/s, v_num=0]
Epoch 13:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 166.44it/s, v_num=0]
Epoch 13:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 163.21it/s, v_num=0]
Epoch 13:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 167.08it/s, v_num=0]
Epoch 13:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 163.28it/s, v_num=0]
Epoch 13:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 169.21it/s, v_num=0]
Epoch 13:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 166.00it/s, v_num=0]
Epoch 13:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 171.38it/s, v_num=0]
Epoch 13:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 169.11it/s, v_num=0]
Epoch 13:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 174.58it/s, v_num=0]
Epoch 13:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 171.72it/s, v_num=0]
Epoch 13:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 175.37it/s, v_num=0]
Epoch 13:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 173.07it/s, v_num=0]
Epoch 13:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 177.23it/s, v_num=0]
Epoch 13:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 173.98it/s, v_num=0]
Epoch 13:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 178.72it/s, v_num=0]
Epoch 13:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 176.07it/s, v_num=0]
Epoch 13:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 172.98it/s, v_num=0]
Epoch 13:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 171.34it/s, v_num=0]
Epoch 13:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 174.59it/s, v_num=0]
Epoch 13:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 172.41it/s, v_num=0]
Epoch 13:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 174.80it/s, v_num=0]
Epoch 13:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 172.54it/s, v_num=0]
Epoch 13:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 171.92it/s, v_num=0]
Epoch 13:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 169.66it/s, v_num=0]
Epoch 13:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 172.26it/s, v_num=0]
Epoch 13:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 170.31it/s, v_num=0]
Epoch 13:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 173.10it/s, v_num=0]
Epoch 13:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 171.21it/s, v_num=0]
Epoch 13:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 174.00it/s, v_num=0]
Epoch 13:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 172.10it/s, v_num=0]
Epoch 13: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 174.98it/s, v_num=0]
Epoch 13: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 172.90it/s, v_num=0]
Epoch 13: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 171.13it/s, v_num=0]
Epoch 13:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 14:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 14:   5%|▍         | 1/22 [00:00<00:00, 164.62it/s, v_num=0]
Epoch 14:   5%|▍         | 1/22 [00:00<00:00, 135.62it/s, v_num=0]
Epoch 14:   9%|β–‰         | 2/22 [00:00<00:00, 177.81it/s, v_num=0]
Epoch 14:   9%|β–‰         | 2/22 [00:00<00:00, 157.76it/s, v_num=0]
Epoch 14:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 167.91it/s, v_num=0]
Epoch 14:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.37it/s, v_num=0]
Epoch 14:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 165.26it/s, v_num=0]
Epoch 14:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 156.46it/s, v_num=0]
Epoch 14:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 168.61it/s, v_num=0]
Epoch 14:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 161.45it/s, v_num=0]
Epoch 14:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 170.57it/s, v_num=0]
Epoch 14:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 164.77it/s, v_num=0]
Epoch 14:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 174.35it/s, v_num=0]
Epoch 14:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 168.89it/s, v_num=0]
Epoch 14:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 176.99it/s, v_num=0]
Epoch 14:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 171.99it/s, v_num=0]
Epoch 14:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 176.99it/s, v_num=0]
Epoch 14:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 171.02it/s, v_num=0]
Epoch 14:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 174.82it/s, v_num=0]
Epoch 14:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 172.45it/s, v_num=0]
Epoch 14:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 171.16it/s, v_num=0]
Epoch 14:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 168.57it/s, v_num=0]
Epoch 14:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 168.56it/s, v_num=0]
Epoch 14:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 166.36it/s, v_num=0]
Epoch 14:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 164.90it/s, v_num=0]
Epoch 14:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 160.99it/s, v_num=0]
Epoch 14:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 161.46it/s, v_num=0]
Epoch 14:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 158.88it/s, v_num=0]
Epoch 14:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 159.63it/s, v_num=0]
Epoch 14:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 158.13it/s, v_num=0]
Epoch 14:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 159.81it/s, v_num=0]
Epoch 14:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.21it/s, v_num=0]
Epoch 14:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 157.53it/s, v_num=0]
Epoch 14:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 154.41it/s, v_num=0]
Epoch 14:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 155.47it/s, v_num=0]
Epoch 14:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 154.10it/s, v_num=0]
Epoch 14:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 155.52it/s, v_num=0]
Epoch 14:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 14:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 153.45it/s, v_num=0]
Epoch 14:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 151.05it/s, v_num=0]
Epoch 14:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 152.88it/s, v_num=0]
Epoch 14:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 150.67it/s, v_num=0]
Epoch 14: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.43it/s, v_num=0]
Epoch 14: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.17it/s, v_num=0]
Epoch 14: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 148.57it/s, v_num=0]
Epoch 14:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 15:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 15:   5%|▍         | 1/22 [00:00<00:00, 176.49it/s, v_num=0]
Epoch 15:   5%|▍         | 1/22 [00:00<00:00, 141.39it/s, v_num=0]
Epoch 15:   9%|β–‰         | 2/22 [00:00<00:00, 162.81it/s, v_num=0]
Epoch 15:   9%|β–‰         | 2/22 [00:00<00:00, 149.47it/s, v_num=0]
Epoch 15:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 169.12it/s, v_num=0]
Epoch 15:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.55it/s, v_num=0]
Epoch 15:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 167.93it/s, v_num=0]
Epoch 15:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 159.71it/s, v_num=0]
Epoch 15:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 170.64it/s, v_num=0]
Epoch 15:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 162.07it/s, v_num=0]
Epoch 15:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 174.17it/s, v_num=0]
Epoch 15:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 167.71it/s, v_num=0]
Epoch 15:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 170.03it/s, v_num=0]
Epoch 15:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 162.23it/s, v_num=0]
Epoch 15:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 170.11it/s, v_num=0]
Epoch 15:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 166.01it/s, v_num=0]
Epoch 15:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 172.70it/s, v_num=0]
Epoch 15:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 168.76it/s, v_num=0]
Epoch 15:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 174.41it/s, v_num=0]
Epoch 15:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 170.85it/s, v_num=0]
Epoch 15:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 176.28it/s, v_num=0]
Epoch 15:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 172.86it/s, v_num=0]
Epoch 15:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 178.28it/s, v_num=0]
Epoch 15:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 175.26it/s, v_num=0]
Epoch 15:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 176.89it/s, v_num=0]
Epoch 15:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 173.90it/s, v_num=0]
Epoch 15:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 176.20it/s, v_num=0]
Epoch 15:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 173.54it/s, v_num=0]
Epoch 15:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 175.19it/s, v_num=0]
Epoch 15:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 169.42it/s, v_num=0]
Epoch 15:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 172.97it/s, v_num=0]
Epoch 15:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 170.73it/s, v_num=0]
Epoch 15:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 174.85it/s, v_num=0]
Epoch 15:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 172.84it/s, v_num=0]
Epoch 15:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 175.67it/s, v_num=0]
Epoch 15:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 173.68it/s, v_num=0]
Epoch 15:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 177.07it/s, v_num=0]
Epoch 15:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 175.21it/s, v_num=0]
Epoch 15:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 178.17it/s, v_num=0]
Epoch 15:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 176.37it/s, v_num=0]
Epoch 15:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 176.71it/s, v_num=0]
Epoch 15:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 175.01it/s, v_num=0]
Epoch 15: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 177.60it/s, v_num=0]
Epoch 15: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 175.95it/s, v_num=0]
Epoch 15: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 174.46it/s, v_num=0]
Epoch 15:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 16:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 16:   5%|▍         | 1/22 [00:00<00:00, 184.09it/s, v_num=0]
Epoch 16:   5%|▍         | 1/22 [00:00<00:00, 149.71it/s, v_num=0]
Epoch 16:   9%|β–‰         | 2/22 [00:00<00:00, 191.78it/s, v_num=0]
Epoch 16:   9%|β–‰         | 2/22 [00:00<00:00, 171.70it/s, v_num=0]
Epoch 16:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 193.44it/s, v_num=0]
Epoch 16:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 180.14it/s, v_num=0]
Epoch 16:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 195.76it/s, v_num=0]
Epoch 16:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 185.49it/s, v_num=0]
Epoch 16:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 192.23it/s, v_num=0]
Epoch 16:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.44it/s, v_num=0]
Epoch 16:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 183.13it/s, v_num=0]
Epoch 16:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 178.59it/s, v_num=0]
Epoch 16:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 180.14it/s, v_num=0]
Epoch 16:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 176.28it/s, v_num=0]
Epoch 16:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 180.26it/s, v_num=0]
Epoch 16:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 176.72it/s, v_num=0]
Epoch 16:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 178.64it/s, v_num=0]
Epoch 16:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 174.77it/s, v_num=0]
Epoch 16:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 176.80it/s, v_num=0]
Epoch 16:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 173.52it/s, v_num=0]
Epoch 16:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 176.85it/s, v_num=0]
Epoch 16:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 171.04it/s, v_num=0]
Epoch 16:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 171.22it/s, v_num=0]
Epoch 16:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 166.75it/s, v_num=0]
Epoch 16:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 169.49it/s, v_num=0]
Epoch 16:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 167.65it/s, v_num=0]
Epoch 16:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 170.33it/s, v_num=0]
Epoch 16:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 168.08it/s, v_num=0]
Epoch 16:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 170.58it/s, v_num=0]
Epoch 16:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 168.43it/s, v_num=0]
Epoch 16:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 172.91it/s, v_num=0]
Epoch 16:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 170.43it/s, v_num=0]
Epoch 16:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 173.88it/s, v_num=0]
Epoch 16:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 171.56it/s, v_num=0]
Epoch 16:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 174.74it/s, v_num=0]
Epoch 16:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 172.82it/s, v_num=0]
Epoch 16:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 175.91it/s, v_num=0]
Epoch 16:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 174.15it/s, v_num=0]
Epoch 16:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 176.88it/s, v_num=0]
Epoch 16:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 174.37it/s, v_num=0]
Epoch 16:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 176.74it/s, v_num=0]
Epoch 16:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 175.02it/s, v_num=0]
Epoch 16: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 177.61it/s, v_num=0]
Epoch 16: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 175.93it/s, v_num=0]
Epoch 16: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 174.28it/s, v_num=0]
Epoch 16:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 17:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 17:   5%|▍         | 1/22 [00:00<00:00, 196.20it/s, v_num=0]
Epoch 17:   5%|▍         | 1/22 [00:00<00:00, 156.62it/s, v_num=0]
Epoch 17:   9%|β–‰         | 2/22 [00:00<00:00, 196.71it/s, v_num=0]
Epoch 17:   9%|β–‰         | 2/22 [00:00<00:00, 175.24it/s, v_num=0]
Epoch 17:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 188.56it/s, v_num=0]
Epoch 17:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 174.94it/s, v_num=0]
Epoch 17:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 191.54it/s, v_num=0]
Epoch 17:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 181.65it/s, v_num=0]
Epoch 17:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 194.14it/s, v_num=0]
Epoch 17:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 185.25it/s, v_num=0]
Epoch 17:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 193.62it/s, v_num=0]
Epoch 17:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 182.86it/s, v_num=0]
Epoch 17:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 189.77it/s, v_num=0]
Epoch 17:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 183.98it/s, v_num=0]
Epoch 17:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 191.44it/s, v_num=0]
Epoch 17:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 185.44it/s, v_num=0]
Epoch 17:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.36it/s, v_num=0]
Epoch 17:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 185.92it/s, v_num=0]
Epoch 17:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 191.69it/s, v_num=0]
Epoch 17:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 186.80it/s, v_num=0]
Epoch 17:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 192.45it/s, v_num=0]
Epoch 17:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 188.68it/s, v_num=0]
Epoch 17:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 192.87it/s, v_num=0]
Epoch 17:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 187.43it/s, v_num=0]
Epoch 17:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 191.54it/s, v_num=0]
Epoch 17:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 188.34it/s, v_num=0]
Epoch 17:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 192.35it/s, v_num=0]
Epoch 17:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 188.98it/s, v_num=0]
Epoch 17:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 192.37it/s, v_num=0]
Epoch 17:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 189.05it/s, v_num=0]
Epoch 17:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 192.65it/s, v_num=0]
Epoch 17:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 189.33it/s, v_num=0]
Epoch 17:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 191.23it/s, v_num=0]
Epoch 17:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 188.66it/s, v_num=0]
Epoch 17:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 190.63it/s, v_num=0]
Epoch 17:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 186.32it/s, v_num=0]
Epoch 17:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 188.26it/s, v_num=0]
Epoch 17:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 185.54it/s, v_num=0]
Epoch 17:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 188.06it/s, v_num=0]
Epoch 17:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 186.03it/s, v_num=0]
Epoch 17:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 188.17it/s, v_num=0]
Epoch 17:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.28it/s, v_num=0]
Epoch 17: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.67it/s, v_num=0]
Epoch 17: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 186.92it/s, v_num=0]
Epoch 17: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 185.07it/s, v_num=0]
Epoch 17:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 18:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 18:   5%|▍         | 1/22 [00:00<00:00, 184.62it/s, v_num=0]
Epoch 18:   5%|▍         | 1/22 [00:00<00:00, 149.85it/s, v_num=0]
Epoch 18:   9%|β–‰         | 2/22 [00:00<00:00, 184.97it/s, v_num=0]
Epoch 18:   9%|β–‰         | 2/22 [00:00<00:00, 159.76it/s, v_num=0]
Epoch 18:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 183.78it/s, v_num=0]
Epoch 18:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 171.71it/s, v_num=0]
Epoch 18:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 185.53it/s, v_num=0]
Epoch 18:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 176.57it/s, v_num=0]
Epoch 18:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 177.11it/s, v_num=0]
Epoch 18:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 169.97it/s, v_num=0]
Epoch 18:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 178.87it/s, v_num=0]
Epoch 18:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 172.94it/s, v_num=0]
Epoch 18:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 175.31it/s, v_num=0]
Epoch 18:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 166.24it/s, v_num=0]
Epoch 18:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 169.11it/s, v_num=0]
Epoch 18:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 166.13it/s, v_num=0]
Epoch 18:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 168.47it/s, v_num=0]
Epoch 18:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 162.50it/s, v_num=0]
Epoch 18:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 167.04it/s, v_num=0]
Epoch 18:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 161.43it/s, v_num=0]
Epoch 18:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 166.37it/s, v_num=0]
Epoch 18:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 163.20it/s, v_num=0]
Epoch 18:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 169.37it/s, v_num=0]
Epoch 18:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 164.18it/s, v_num=0]
Epoch 18:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 168.63it/s, v_num=0]
Epoch 18:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 165.94it/s, v_num=0]
Epoch 18:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 167.09it/s, v_num=0]
Epoch 18:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 162.50it/s, v_num=0]
Epoch 18:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 164.40it/s, v_num=0]
Epoch 18:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 162.89it/s, v_num=0]
Epoch 18:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 164.82it/s, v_num=0]
Epoch 18:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 163.45it/s, v_num=0]
Epoch 18:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 166.39it/s, v_num=0]
Epoch 18:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 163.10it/s, v_num=0]
Epoch 18:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 166.03it/s, v_num=0]
Epoch 18:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 164.68it/s, v_num=0]
Epoch 18:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 165.97it/s, v_num=0]
Epoch 18:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 164.63it/s, v_num=0]
Epoch 18:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 166.04it/s, v_num=0]
Epoch 18:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 164.83it/s, v_num=0]
Epoch 18:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 166.00it/s, v_num=0]
Epoch 18:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 164.93it/s, v_num=0]
Epoch 18: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 165.79it/s, v_num=0]
Epoch 18: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 164.75it/s, v_num=0]
Epoch 18: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 162.12it/s, v_num=0]
Epoch 18:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 19:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 19:   5%|▍         | 1/22 [00:00<00:00, 143.23it/s, v_num=0]
Epoch 19:   5%|▍         | 1/22 [00:00<00:00, 108.66it/s, v_num=0]
Epoch 19:   9%|β–‰         | 2/22 [00:00<00:00, 139.40it/s, v_num=0]
Epoch 19:   9%|β–‰         | 2/22 [00:00<00:00, 119.15it/s, v_num=0]
Epoch 19:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 139.14it/s, v_num=0]
Epoch 19:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 125.12it/s, v_num=0]
Epoch 19:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 139.69it/s, v_num=0]
Epoch 19:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 130.52it/s, v_num=0]
Epoch 19:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 139.16it/s, v_num=0]
Epoch 19:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 122.62it/s, v_num=0]
Epoch 19:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 128.18it/s, v_num=0]
Epoch 19:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 122.69it/s, v_num=0]
Epoch 19:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 129.75it/s, v_num=0]
Epoch 19:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 127.33it/s, v_num=0]
Epoch 19:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 133.88it/s, v_num=0]
Epoch 19:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 131.96it/s, v_num=0]
Epoch 19:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 137.27it/s, v_num=0]
Epoch 19:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 133.01it/s, v_num=0]
Epoch 19:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 139.64it/s, v_num=0]
Epoch 19:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 138.01it/s, v_num=0]
Epoch 19:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 140.69it/s, v_num=0]
Epoch 19:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 136.73it/s, v_num=0]
Epoch 19:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 141.31it/s, v_num=0]
Epoch 19:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 137.25it/s, v_num=0]
Epoch 19:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 141.15it/s, v_num=0]
Epoch 19:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 139.93it/s, v_num=0]
Epoch 19:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 143.99it/s, v_num=0]
Epoch 19:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 142.70it/s, v_num=0]
Epoch 19:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 145.03it/s, v_num=0]
Epoch 19:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 143.78it/s, v_num=0]
Epoch 19:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 146.31it/s, v_num=0]
Epoch 19:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 145.15it/s, v_num=0]
Epoch 19:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 146.86it/s, v_num=0]
Epoch 19:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 145.83it/s, v_num=0]
Epoch 19:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 147.76it/s, v_num=0]
Epoch 19:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 146.74it/s, v_num=0]
Epoch 19:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 148.42it/s, v_num=0]
Epoch 19:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 145.45it/s, v_num=0]
Epoch 19:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 146.67it/s, v_num=0]
Epoch 19:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 144.50it/s, v_num=0]
Epoch 19:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 146.97it/s, v_num=0]
Epoch 19:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 146.20it/s, v_num=0]
Epoch 19: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 148.06it/s, v_num=0]
Epoch 19: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 144.83it/s, v_num=0]
Epoch 19: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 142.66it/s, v_num=0]
Epoch 19:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 20:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 20:   5%|▍         | 1/22 [00:00<00:00, 146.54it/s, v_num=0]
Epoch 20:   5%|▍         | 1/22 [00:00<00:00, 112.45it/s, v_num=0]
Epoch 20:   9%|β–‰         | 2/22 [00:00<00:00, 150.28it/s, v_num=0]
Epoch 20:   9%|β–‰         | 2/22 [00:00<00:00, 131.39it/s, v_num=0]
Epoch 20:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 153.25it/s, v_num=0]
Epoch 20:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 146.34it/s, v_num=0]
Epoch 20:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 147.40it/s, v_num=0]
Epoch 20:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 142.83it/s, v_num=0]
Epoch 20:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 153.35it/s, v_num=0]
Epoch 20:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 149.15it/s, v_num=0]
Epoch 20:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 152.77it/s, v_num=0]
Epoch 20:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 149.33it/s, v_num=0]
Epoch 20:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 151.53it/s, v_num=0]
Epoch 20:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 148.37it/s, v_num=0]
Epoch 20:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 152.01it/s, v_num=0]
Epoch 20:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 148.77it/s, v_num=0]
Epoch 20:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 153.16it/s, v_num=0]
Epoch 20:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 150.77it/s, v_num=0]
Epoch 20:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 154.89it/s, v_num=0]
Epoch 20:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 151.38it/s, v_num=0]
Epoch 20:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 151.65it/s, v_num=0]
Epoch 20:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 149.87it/s, v_num=0]
Epoch 20:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 153.27it/s, v_num=0]
Epoch 20:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 151.60it/s, v_num=0]
Epoch 20:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 155.49it/s, v_num=0]
Epoch 20:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 153.48it/s, v_num=0]
Epoch 20:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 155.57it/s, v_num=0]
Epoch 20:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 153.91it/s, v_num=0]
Epoch 20:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 156.03it/s, v_num=0]
Epoch 20:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 151.56it/s, v_num=0]
Epoch 20:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 151.11it/s, v_num=0]
Epoch 20:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 147.84it/s, v_num=0]
Epoch 20:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 151.46it/s, v_num=0]
Epoch 20:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 150.26it/s, v_num=0]
Epoch 20:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 152.04it/s, v_num=0]
Epoch 20:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 150.77it/s, v_num=0]
Epoch 20:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.39it/s, v_num=0]
Epoch 20:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.25it/s, v_num=0]
Epoch 20:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 153.28it/s, v_num=0]
Epoch 20:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 152.24it/s, v_num=0]
Epoch 20:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 154.77it/s, v_num=0]
Epoch 20:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 153.73it/s, v_num=0]
Epoch 20: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.27it/s, v_num=0]
Epoch 20: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.37it/s, v_num=0]
Epoch 20: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.20it/s, v_num=0]
Epoch 20:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 21:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 21:   5%|▍         | 1/22 [00:00<00:00, 178.99it/s, v_num=0]
Epoch 21:   5%|▍         | 1/22 [00:00<00:00, 147.44it/s, v_num=0]
Epoch 21:   9%|β–‰         | 2/22 [00:00<00:00, 197.35it/s, v_num=0]
Epoch 21:   9%|β–‰         | 2/22 [00:00<00:00, 173.63it/s, v_num=0]
Epoch 21:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 200.90it/s, v_num=0]
Epoch 21:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 184.27it/s, v_num=0]
Epoch 21:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 186.05it/s, v_num=0]
Epoch 21:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 177.98it/s, v_num=0]
Epoch 21:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 184.75it/s, v_num=0]
Epoch 21:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 177.66it/s, v_num=0]
Epoch 21:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 186.27it/s, v_num=0]
Epoch 21:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 178.81it/s, v_num=0]
Epoch 21:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 187.85it/s, v_num=0]
Epoch 21:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 182.34it/s, v_num=0]
Epoch 21:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 189.24it/s, v_num=0]
Epoch 21:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.24it/s, v_num=0]
Epoch 21:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 190.75it/s, v_num=0]
Epoch 21:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 186.08it/s, v_num=0]
Epoch 21:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 190.52it/s, v_num=0]
Epoch 21:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 186.27it/s, v_num=0]
Epoch 21:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 192.35it/s, v_num=0]
Epoch 21:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 188.78it/s, v_num=0]
Epoch 21:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 193.95it/s, v_num=0]
Epoch 21:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 190.37it/s, v_num=0]
Epoch 21:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 195.18it/s, v_num=0]
Epoch 21:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 191.77it/s, v_num=0]
Epoch 21:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 195.61it/s, v_num=0]
Epoch 21:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 192.68it/s, v_num=0]
Epoch 21:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 197.64it/s, v_num=0]
Epoch 21:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 194.68it/s, v_num=0]
Epoch 21:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 199.05it/s, v_num=0]
Epoch 21:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 195.90it/s, v_num=0]
Epoch 21:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 200.41it/s, v_num=0]
Epoch 21:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 197.84it/s, v_num=0]
Epoch 21:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 201.02it/s, v_num=0]
Epoch 21:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 198.69it/s, v_num=0]
Epoch 21:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 201.51it/s, v_num=0]
Epoch 21:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 199.07it/s, v_num=0]
Epoch 21:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 202.24it/s, v_num=0]
Epoch 21:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 200.04it/s, v_num=0]
Epoch 21:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 202.00it/s, v_num=0]
Epoch 21:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 199.37it/s, v_num=0]
Epoch 21: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 201.55it/s, v_num=0]
Epoch 21: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 199.42it/s, v_num=0]
Epoch 21: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 196.89it/s, v_num=0]
Epoch 21:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 22:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 22:   5%|▍         | 1/22 [00:00<00:00, 194.14it/s, v_num=0]
Epoch 22:   5%|▍         | 1/22 [00:00<00:00, 159.83it/s, v_num=0]
Epoch 22:   9%|β–‰         | 2/22 [00:00<00:00, 208.94it/s, v_num=0]
Epoch 22:   9%|β–‰         | 2/22 [00:00<00:00, 184.45it/s, v_num=0]
Epoch 22:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 208.99it/s, v_num=0]
Epoch 22:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 193.73it/s, v_num=0]
Epoch 22:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 206.79it/s, v_num=0]
Epoch 22:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 193.59it/s, v_num=0]
Epoch 22:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 203.22it/s, v_num=0]
Epoch 22:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 194.65it/s, v_num=0]
Epoch 22:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 199.16it/s, v_num=0]
Epoch 22:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 192.14it/s, v_num=0]
Epoch 22:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 202.92it/s, v_num=0]
Epoch 22:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 196.90it/s, v_num=0]
Epoch 22:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 193.08it/s, v_num=0]
Epoch 22:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 188.08it/s, v_num=0]
Epoch 22:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 192.99it/s, v_num=0]
Epoch 22:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 188.38it/s, v_num=0]
Epoch 22:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 194.53it/s, v_num=0]
Epoch 22:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 190.30it/s, v_num=0]
Epoch 22:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 196.00it/s, v_num=0]
Epoch 22:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 191.16it/s, v_num=0]
Epoch 22:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 194.93it/s, v_num=0]
Epoch 22:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 191.46it/s, v_num=0]
Epoch 22:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 196.52it/s, v_num=0]
Epoch 22:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 193.01it/s, v_num=0]
Epoch 22:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 196.50it/s, v_num=0]
Epoch 22:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 193.38it/s, v_num=0]
Epoch 22:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 196.73it/s, v_num=0]
Epoch 22:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.43it/s, v_num=0]
Epoch 22:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 196.91it/s, v_num=0]
Epoch 22:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 194.33it/s, v_num=0]
Epoch 22:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 192.90it/s, v_num=0]
Epoch 22:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 190.54it/s, v_num=0]
Epoch 22:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 193.82it/s, v_num=0]
Epoch 22:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.49it/s, v_num=0]
Epoch 22:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 194.41it/s, v_num=0]
Epoch 22:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 192.15it/s, v_num=0]
Epoch 22:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 195.24it/s, v_num=0]
Epoch 22:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 193.15it/s, v_num=0]
Epoch 22:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 195.16it/s, v_num=0]
Epoch 22:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 193.11it/s, v_num=0]
Epoch 22: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 195.83it/s, v_num=0]
Epoch 22: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 194.00it/s, v_num=0]
Epoch 22: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.35it/s, v_num=0]
Epoch 22:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 23:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 23:   5%|▍         | 1/22 [00:00<00:00, 213.74it/s, v_num=0]
Epoch 23:   5%|▍         | 1/22 [00:00<00:00, 172.77it/s, v_num=0]
Epoch 23:   9%|β–‰         | 2/22 [00:00<00:00, 217.36it/s, v_num=0]
Epoch 23:   9%|β–‰         | 2/22 [00:00<00:00, 192.47it/s, v_num=0]
Epoch 23:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 215.03it/s, v_num=0]
Epoch 23:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 199.23it/s, v_num=0]
Epoch 23:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 215.65it/s, v_num=0]
Epoch 23:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 191.92it/s, v_num=0]
Epoch 23:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 200.19it/s, v_num=0]
Epoch 23:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 191.16it/s, v_num=0]
Epoch 23:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 197.42it/s, v_num=0]
Epoch 23:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 188.63it/s, v_num=0]
Epoch 23:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 194.31it/s, v_num=0]
Epoch 23:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 186.29it/s, v_num=0]
Epoch 23:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 193.57it/s, v_num=0]
Epoch 23:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.81it/s, v_num=0]
Epoch 23:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.18it/s, v_num=0]
Epoch 23:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 186.57it/s, v_num=0]
Epoch 23:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 191.65it/s, v_num=0]
Epoch 23:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 187.77it/s, v_num=0]
Epoch 23:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 193.37it/s, v_num=0]
Epoch 23:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 189.75it/s, v_num=0]
Epoch 23:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 194.83it/s, v_num=0]
Epoch 23:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 191.36it/s, v_num=0]
Epoch 23:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 195.98it/s, v_num=0]
Epoch 23:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 192.30it/s, v_num=0]
Epoch 23:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 196.59it/s, v_num=0]
Epoch 23:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 193.54it/s, v_num=0]
Epoch 23:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 197.42it/s, v_num=0]
Epoch 23:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 194.50it/s, v_num=0]
Epoch 23:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 198.35it/s, v_num=0]
Epoch 23:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 195.61it/s, v_num=0]
Epoch 23:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 198.13it/s, v_num=0]
Epoch 23:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 195.58it/s, v_num=0]
Epoch 23:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 198.54it/s, v_num=0]
Epoch 23:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 196.03it/s, v_num=0]
Epoch 23:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 198.78it/s, v_num=0]
Epoch 23:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 196.19it/s, v_num=0]
Epoch 23:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 198.23it/s, v_num=0]
Epoch 23:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 195.98it/s, v_num=0]
Epoch 23:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 199.12it/s, v_num=0]
Epoch 23:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 197.03it/s, v_num=0]
Epoch 23: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 199.30it/s, v_num=0]
Epoch 23: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 197.15it/s, v_num=0]
Epoch 23: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 194.80it/s, v_num=0]
Epoch 23:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 24:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 24:   5%|▍         | 1/22 [00:00<00:00, 222.80it/s, v_num=0]
Epoch 24:   5%|▍         | 1/22 [00:00<00:00, 178.67it/s, v_num=0]
Epoch 24:   9%|β–‰         | 2/22 [00:00<00:00, 210.07it/s, v_num=0]
Epoch 24:   9%|β–‰         | 2/22 [00:00<00:00, 188.46it/s, v_num=0]
Epoch 24:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 184.85it/s, v_num=0]
Epoch 24:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 171.31it/s, v_num=0]
Epoch 24:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 188.57it/s, v_num=0]
Epoch 24:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 178.70it/s, v_num=0]
Epoch 24:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 189.35it/s, v_num=0]
Epoch 24:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 181.26it/s, v_num=0]
Epoch 24:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 191.91it/s, v_num=0]
Epoch 24:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 185.28it/s, v_num=0]
Epoch 24:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 193.36it/s, v_num=0]
Epoch 24:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 185.36it/s, v_num=0]
Epoch 24:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 192.57it/s, v_num=0]
Epoch 24:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 186.66it/s, v_num=0]
Epoch 24:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.66it/s, v_num=0]
Epoch 24:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 187.15it/s, v_num=0]
Epoch 24:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 193.35it/s, v_num=0]
Epoch 24:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 182.66it/s, v_num=0]
Epoch 24:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 182.61it/s, v_num=0]
Epoch 24:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 179.68it/s, v_num=0]
Epoch 24:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 181.06it/s, v_num=0]
Epoch 24:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 178.87it/s, v_num=0]
Epoch 24:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 180.55it/s, v_num=0]
Epoch 24:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 175.30it/s, v_num=0]
Epoch 24:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 177.10it/s, v_num=0]
Epoch 24:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 173.48it/s, v_num=0]
Epoch 24:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 175.73it/s, v_num=0]
Epoch 24:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 174.09it/s, v_num=0]
Epoch 24:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 175.92it/s, v_num=0]
Epoch 24:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 171.74it/s, v_num=0]
Epoch 24:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 173.45it/s, v_num=0]
Epoch 24:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 170.40it/s, v_num=0]
Epoch 24:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 173.08it/s, v_num=0]
Epoch 24:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 168.92it/s, v_num=0]
Epoch 24:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 170.09it/s, v_num=0]
Epoch 24:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 167.23it/s, v_num=0]
Epoch 24:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 163.94it/s, v_num=0]
Epoch 24:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 162.89it/s, v_num=0]
Epoch 24:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 164.41it/s, v_num=0]
Epoch 24:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 162.08it/s, v_num=0]
Epoch 24: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 163.81it/s, v_num=0]
Epoch 24: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 162.60it/s, v_num=0]
Epoch 24: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.67it/s, v_num=0]
Epoch 24:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 25:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 25:   5%|▍         | 1/22 [00:00<00:00, 169.10it/s, v_num=0]
Epoch 25:   5%|▍         | 1/22 [00:00<00:00, 143.28it/s, v_num=0]
Epoch 25:   9%|β–‰         | 2/22 [00:00<00:00, 165.12it/s, v_num=0]
Epoch 25:   9%|β–‰         | 2/22 [00:00<00:00, 151.80it/s, v_num=0]
Epoch 25:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 166.73it/s, v_num=0]
Epoch 25:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.22it/s, v_num=0]
Epoch 25:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 168.65it/s, v_num=0]
Epoch 25:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 163.17it/s, v_num=0]
Epoch 25:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 166.00it/s, v_num=0]
Epoch 25:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 159.59it/s, v_num=0]
Epoch 25:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 162.51it/s, v_num=0]
Epoch 25:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 157.38it/s, v_num=0]
Epoch 25:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 159.30it/s, v_num=0]
Epoch 25:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 151.90it/s, v_num=0]
Epoch 25:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 156.07it/s, v_num=0]
Epoch 25:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 149.54it/s, v_num=0]
Epoch 25:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 153.64it/s, v_num=0]
Epoch 25:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 148.46it/s, v_num=0]
Epoch 25:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 151.73it/s, v_num=0]
Epoch 25:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 147.09it/s, v_num=0]
Epoch 25:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 150.80it/s, v_num=0]
Epoch 25:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 148.89it/s, v_num=0]
Epoch 25:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 149.35it/s, v_num=0]
Epoch 25:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 147.37it/s, v_num=0]
Epoch 25:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 146.76it/s, v_num=0]
Epoch 25:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 143.36it/s, v_num=0]
Epoch 25:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 146.41it/s, v_num=0]
Epoch 25:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 144.89it/s, v_num=0]
Epoch 25:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 147.94it/s, v_num=0]
Epoch 25:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 144.53it/s, v_num=0]
Epoch 25:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 147.24it/s, v_num=0]
Epoch 25:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 145.73it/s, v_num=0]
Epoch 25:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 148.73it/s, v_num=0]
Epoch 25:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 147.65it/s, v_num=0]
Epoch 25:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 150.75it/s, v_num=0]
Epoch 25:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 149.74it/s, v_num=0]
Epoch 25:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.09it/s, v_num=0]
Epoch 25:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 148.72it/s, v_num=0]
Epoch 25:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.99it/s, v_num=0]
Epoch 25:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.00it/s, v_num=0]
Epoch 25:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 152.09it/s, v_num=0]
Epoch 25:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.11it/s, v_num=0]
Epoch 25: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.63it/s, v_num=0]
Epoch 25: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.72it/s, v_num=0]
Epoch 25: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.83it/s, v_num=0]
Epoch 25:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 26:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 26:   5%|▍         | 1/22 [00:00<00:00, 153.00it/s, v_num=0]
Epoch 26:   5%|▍         | 1/22 [00:00<00:00, 135.60it/s, v_num=0]
Epoch 26:   9%|β–‰         | 2/22 [00:00<00:00, 158.68it/s, v_num=0]
Epoch 26:   9%|β–‰         | 2/22 [00:00<00:00, 144.61it/s, v_num=0]
Epoch 26:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 162.26it/s, v_num=0]
Epoch 26:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 153.75it/s, v_num=0]
Epoch 26:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 167.05it/s, v_num=0]
Epoch 26:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 161.86it/s, v_num=0]
Epoch 26:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 169.57it/s, v_num=0]
Epoch 26:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 164.66it/s, v_num=0]
Epoch 26:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 172.18it/s, v_num=0]
Epoch 26:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 162.39it/s, v_num=0]
Epoch 26:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 168.90it/s, v_num=0]
Epoch 26:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 165.68it/s, v_num=0]
Epoch 26:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 173.66it/s, v_num=0]
Epoch 26:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 169.70it/s, v_num=0]
Epoch 26:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 172.74it/s, v_num=0]
Epoch 26:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 168.96it/s, v_num=0]
Epoch 26:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 175.72it/s, v_num=0]
Epoch 26:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 173.02it/s, v_num=0]
Epoch 26:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 177.41it/s, v_num=0]
Epoch 26:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 174.31it/s, v_num=0]
Epoch 26:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 177.88it/s, v_num=0]
Epoch 26:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 175.49it/s, v_num=0]
Epoch 26:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 177.40it/s, v_num=0]
Epoch 26:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 173.66it/s, v_num=0]
Epoch 26:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 177.40it/s, v_num=0]
Epoch 26:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 175.08it/s, v_num=0]
Epoch 26:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 178.21it/s, v_num=0]
Epoch 26:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 175.51it/s, v_num=0]
Epoch 26:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 178.54it/s, v_num=0]
Epoch 26:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 175.04it/s, v_num=0]
Epoch 26:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 177.26it/s, v_num=0]
Epoch 26:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 174.82it/s, v_num=0]
Epoch 26:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 177.69it/s, v_num=0]
Epoch 26:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 176.28it/s, v_num=0]
Epoch 26:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 178.97it/s, v_num=0]
Epoch 26:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 177.50it/s, v_num=0]
Epoch 26:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 180.06it/s, v_num=0]
Epoch 26:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 178.80it/s, v_num=0]
Epoch 26:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 181.09it/s, v_num=0]
Epoch 26:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 179.84it/s, v_num=0]
Epoch 26: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 182.09it/s, v_num=0]
Epoch 26: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 180.90it/s, v_num=0]
Epoch 26: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 179.24it/s, v_num=0]
Epoch 26:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 27:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 27:   5%|▍         | 1/22 [00:00<00:00, 191.70it/s, v_num=0]
Epoch 27:   5%|▍         | 1/22 [00:00<00:00, 153.91it/s, v_num=0]
Epoch 27:   9%|β–‰         | 2/22 [00:00<00:00, 166.81it/s, v_num=0]
Epoch 27:   9%|β–‰         | 2/22 [00:00<00:00, 152.75it/s, v_num=0]
Epoch 27:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 167.07it/s, v_num=0]
Epoch 27:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.07it/s, v_num=0]
Epoch 27:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 175.57it/s, v_num=0]
Epoch 27:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 167.57it/s, v_num=0]
Epoch 27:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 176.95it/s, v_num=0]
Epoch 27:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 169.39it/s, v_num=0]
Epoch 27:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 178.85it/s, v_num=0]
Epoch 27:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 174.07it/s, v_num=0]
Epoch 27:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 160.80it/s, v_num=0]
Epoch 27:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 157.08it/s, v_num=0]
Epoch 27:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 162.00it/s, v_num=0]
Epoch 27:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.84it/s, v_num=0]
Epoch 27:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 159.75it/s, v_num=0]
Epoch 27:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 157.50it/s, v_num=0]
Epoch 27:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 160.60it/s, v_num=0]
Epoch 27:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.57it/s, v_num=0]
Epoch 27:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 161.46it/s, v_num=0]
Epoch 27:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 159.55it/s, v_num=0]
Epoch 27:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 162.76it/s, v_num=0]
Epoch 27:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 160.96it/s, v_num=0]
Epoch 27:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 165.24it/s, v_num=0]
Epoch 27:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 161.58it/s, v_num=0]
Epoch 27:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 163.88it/s, v_num=0]
Epoch 27:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 162.09it/s, v_num=0]
Epoch 27:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 164.78it/s, v_num=0]
Epoch 27:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 161.53it/s, v_num=0]
Epoch 27:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 163.64it/s, v_num=0]
Epoch 27:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 162.30it/s, v_num=0]
Epoch 27:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 164.62it/s, v_num=0]
Epoch 27:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 162.94it/s, v_num=0]
Epoch 27:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 165.23it/s, v_num=0]
Epoch 27:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 162.42it/s, v_num=0]
Epoch 27:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 162.32it/s, v_num=0]
Epoch 27:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 159.02it/s, v_num=0]
Epoch 27:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 160.68it/s, v_num=0]
Epoch 27:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 159.49it/s, v_num=0]
Epoch 27:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 160.55it/s, v_num=0]
Epoch 27:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.63it/s, v_num=0]
Epoch 27: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.49it/s, v_num=0]
Epoch 27: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.47it/s, v_num=0]
Epoch 27: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.20it/s, v_num=0]
Epoch 27:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 28:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 28:   5%|▍         | 1/22 [00:00<00:00, 132.53it/s, v_num=0]
Epoch 28:   5%|▍         | 1/22 [00:00<00:00, 104.77it/s, v_num=0]
Epoch 28:   9%|β–‰         | 2/22 [00:00<00:00, 132.31it/s, v_num=0]
Epoch 28:   9%|β–‰         | 2/22 [00:00<00:00, 115.56it/s, v_num=0]
Epoch 28:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 135.64it/s, v_num=0]
Epoch 28:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 124.94it/s, v_num=0]
Epoch 28:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 137.36it/s, v_num=0]
Epoch 28:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 128.01it/s, v_num=0]
Epoch 28:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 139.31it/s, v_num=0]
Epoch 28:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 135.40it/s, v_num=0]
Epoch 28:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 141.75it/s, v_num=0]
Epoch 28:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 133.25it/s, v_num=0]
Epoch 28:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 138.78it/s, v_num=0]
Epoch 28:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 136.51it/s, v_num=0]
Epoch 28:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 135.16it/s, v_num=0]
Epoch 28:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 133.22it/s, v_num=0]
Epoch 28:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 137.16it/s, v_num=0]
Epoch 28:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 135.53it/s, v_num=0]
Epoch 28:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 137.93it/s, v_num=0]
Epoch 28:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 136.31it/s, v_num=0]
Epoch 28:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 140.34it/s, v_num=0]
Epoch 28:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 138.79it/s, v_num=0]
Epoch 28:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 144.13it/s, v_num=0]
Epoch 28:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 142.41it/s, v_num=0]
Epoch 28:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 145.55it/s, v_num=0]
Epoch 28:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 142.43it/s, v_num=0]
Epoch 28:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 145.81it/s, v_num=0]
Epoch 28:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 144.52it/s, v_num=0]
Epoch 28:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 147.89it/s, v_num=0]
Epoch 28:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 146.64it/s, v_num=0]
Epoch 28:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 148.98it/s, v_num=0]
Epoch 28:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 147.59it/s, v_num=0]
Epoch 28:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 149.94it/s, v_num=0]
Epoch 28:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 147.75it/s, v_num=0]
Epoch 28:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 149.49it/s, v_num=0]
Epoch 28:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 148.33it/s, v_num=0]
Epoch 28:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 150.27it/s, v_num=0]
Epoch 28:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 149.11it/s, v_num=0]
Epoch 28:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.75it/s, v_num=0]
Epoch 28:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 148.62it/s, v_num=0]
Epoch 28:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 150.86it/s, v_num=0]
Epoch 28:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 149.68it/s, v_num=0]
Epoch 28: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.82it/s, v_num=0]
Epoch 28: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.57it/s, v_num=0]
Epoch 28: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 146.68it/s, v_num=0]
Epoch 28:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 29:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 29:   5%|▍         | 1/22 [00:00<00:00, 166.75it/s, v_num=0]
Epoch 29:   5%|▍         | 1/22 [00:00<00:00, 144.96it/s, v_num=0]
Epoch 29:   9%|β–‰         | 2/22 [00:00<00:00, 174.88it/s, v_num=0]
Epoch 29:   9%|β–‰         | 2/22 [00:00<00:00, 162.94it/s, v_num=0]
Epoch 29:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 177.05it/s, v_num=0]
Epoch 29:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 157.44it/s, v_num=0]
Epoch 29:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 157.63it/s, v_num=0]
Epoch 29:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 152.58it/s, v_num=0]
Epoch 29:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 156.01it/s, v_num=0]
Epoch 29:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 145.30it/s, v_num=0]
Epoch 29:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 152.54it/s, v_num=0]
Epoch 29:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 143.97it/s, v_num=0]
Epoch 29:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 152.21it/s, v_num=0]
Epoch 29:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 149.05it/s, v_num=0]
Epoch 29:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 152.75it/s, v_num=0]
Epoch 29:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 150.35it/s, v_num=0]
Epoch 29:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 152.08it/s, v_num=0]
Epoch 29:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 149.52it/s, v_num=0]
Epoch 29:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 153.43it/s, v_num=0]
Epoch 29:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 151.36it/s, v_num=0]
Epoch 29:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.87it/s, v_num=0]
Epoch 29:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 152.07it/s, v_num=0]
Epoch 29:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 156.73it/s, v_num=0]
Epoch 29:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.99it/s, v_num=0]
Epoch 29:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 156.43it/s, v_num=0]
Epoch 29:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 154.80it/s, v_num=0]
Epoch 29:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 159.23it/s, v_num=0]
Epoch 29:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 157.55it/s, v_num=0]
Epoch 29:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 160.91it/s, v_num=0]
Epoch 29:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 159.43it/s, v_num=0]
Epoch 29:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 161.44it/s, v_num=0]
Epoch 29:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 159.59it/s, v_num=0]
Epoch 29:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 162.87it/s, v_num=0]
Epoch 29:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 161.25it/s, v_num=0]
Epoch 29:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 162.71it/s, v_num=0]
Epoch 29:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 161.08it/s, v_num=0]
Epoch 29:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 162.88it/s, v_num=0]
Epoch 29:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 161.50it/s, v_num=0]
Epoch 29:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 163.56it/s, v_num=0]
Epoch 29:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 162.05it/s, v_num=0]
Epoch 29:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 163.43it/s, v_num=0]
Epoch 29:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 161.82it/s, v_num=0]
Epoch 29: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 163.57it/s, v_num=0]
Epoch 29: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 162.54it/s, v_num=0]
Epoch 29: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.59it/s, v_num=0]
Epoch 29:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 30:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 30:   5%|▍         | 1/22 [00:00<00:00, 180.51it/s, v_num=0]
Epoch 30:   5%|▍         | 1/22 [00:00<00:00, 152.41it/s, v_num=0]
Epoch 30:   9%|β–‰         | 2/22 [00:00<00:00, 191.46it/s, v_num=0]
Epoch 30:   9%|β–‰         | 2/22 [00:00<00:00, 173.20it/s, v_num=0]
Epoch 30:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 195.29it/s, v_num=0]
Epoch 30:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 182.87it/s, v_num=0]
Epoch 30:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 188.16it/s, v_num=0]
Epoch 30:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 179.95it/s, v_num=0]
Epoch 30:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 182.98it/s, v_num=0]
Epoch 30:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 174.17it/s, v_num=0]
Epoch 30:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 182.79it/s, v_num=0]
Epoch 30:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 174.37it/s, v_num=0]
Epoch 30:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 180.35it/s, v_num=0]
Epoch 30:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 176.10it/s, v_num=0]
Epoch 30:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 181.53it/s, v_num=0]
Epoch 30:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 176.93it/s, v_num=0]
Epoch 30:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 180.32it/s, v_num=0]
Epoch 30:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 177.04it/s, v_num=0]
Epoch 30:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 181.14it/s, v_num=0]
Epoch 30:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 177.40it/s, v_num=0]
Epoch 30:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 182.07it/s, v_num=0]
Epoch 30:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 179.58it/s, v_num=0]
Epoch 30:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 183.08it/s, v_num=0]
Epoch 30:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 180.71it/s, v_num=0]
Epoch 30:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 183.61it/s, v_num=0]
Epoch 30:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 181.18it/s, v_num=0]
Epoch 30:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 182.91it/s, v_num=0]
Epoch 30:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 179.79it/s, v_num=0]
Epoch 30:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 181.83it/s, v_num=0]
Epoch 30:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 179.70it/s, v_num=0]
Epoch 30:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 181.60it/s, v_num=0]
Epoch 30:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 178.96it/s, v_num=0]
Epoch 30:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 180.34it/s, v_num=0]
Epoch 30:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 175.92it/s, v_num=0]
Epoch 30:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 172.42it/s, v_num=0]
Epoch 30:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 170.61it/s, v_num=0]
Epoch 30:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 172.83it/s, v_num=0]
Epoch 30:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 171.24it/s, v_num=0]
Epoch 30:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 172.74it/s, v_num=0]
Epoch 30:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 171.03it/s, v_num=0]
Epoch 30:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 172.80it/s, v_num=0]
Epoch 30:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 171.01it/s, v_num=0]
Epoch 30: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 172.62it/s, v_num=0]
Epoch 30: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 170.64it/s, v_num=0]
Epoch 30: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 168.56it/s, v_num=0]
Epoch 30:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 31:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 31:   5%|▍         | 1/22 [00:00<00:00, 176.57it/s, v_num=0]
Epoch 31:   5%|▍         | 1/22 [00:00<00:00, 150.07it/s, v_num=0]
Epoch 31:   9%|β–‰         | 2/22 [00:00<00:00, 173.95it/s, v_num=0]
Epoch 31:   9%|β–‰         | 2/22 [00:00<00:00, 157.13it/s, v_num=0]
Epoch 31:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 174.71it/s, v_num=0]
Epoch 31:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 161.94it/s, v_num=0]
Epoch 31:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 172.18it/s, v_num=0]
Epoch 31:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 165.13it/s, v_num=0]
Epoch 31:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 171.28it/s, v_num=0]
Epoch 31:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 164.06it/s, v_num=0]
Epoch 31:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 172.31it/s, v_num=0]
Epoch 31:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 166.29it/s, v_num=0]
Epoch 31:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 171.56it/s, v_num=0]
Epoch 31:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 166.33it/s, v_num=0]
Epoch 31:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 170.58it/s, v_num=0]
Epoch 31:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 167.08it/s, v_num=0]
Epoch 31:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 166.28it/s, v_num=0]
Epoch 31:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 162.74it/s, v_num=0]
Epoch 31:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 163.12it/s, v_num=0]
Epoch 31:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 157.37it/s, v_num=0]
Epoch 31:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 158.55it/s, v_num=0]
Epoch 31:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 150.58it/s, v_num=0]
Epoch 31:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 151.96it/s, v_num=0]
Epoch 31:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 148.91it/s, v_num=0]
Epoch 31:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 153.26it/s, v_num=0]
Epoch 31:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 150.56it/s, v_num=0]
Epoch 31:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 154.05it/s, v_num=0]
Epoch 31:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 151.79it/s, v_num=0]
Epoch 31:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 155.39it/s, v_num=0]
Epoch 31:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 153.21it/s, v_num=0]
Epoch 31:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.42it/s, v_num=0]
Epoch 31:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.44it/s, v_num=0]
Epoch 31:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 157.81it/s, v_num=0]
Epoch 31:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 155.89it/s, v_num=0]
Epoch 31:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 31:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 156.97it/s, v_num=0]
Epoch 31:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 154.98it/s, v_num=0]
Epoch 31:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 153.39it/s, v_num=0]
Epoch 31:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 155.85it/s, v_num=0]
Epoch 31:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 154.22it/s, v_num=0]
Epoch 31:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 156.72it/s, v_num=0]
Epoch 31:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 155.19it/s, v_num=0]
Epoch 31: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.26it/s, v_num=0]
Epoch 31: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.58it/s, v_num=0]
Epoch 31: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 153.98it/s, v_num=0]
Epoch 31:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 32:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 32:   5%|▍         | 1/22 [00:00<00:00, 187.61it/s, v_num=0]
Epoch 32:   5%|▍         | 1/22 [00:00<00:00, 149.81it/s, v_num=0]
Epoch 32:   9%|β–‰         | 2/22 [00:00<00:00, 190.10it/s, v_num=0]
Epoch 32:   9%|β–‰         | 2/22 [00:00<00:00, 170.74it/s, v_num=0]
Epoch 32:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 188.91it/s, v_num=0]
Epoch 32:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 176.00it/s, v_num=0]
Epoch 32:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 190.99it/s, v_num=0]
Epoch 32:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 179.43it/s, v_num=0]
Epoch 32:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 189.51it/s, v_num=0]
Epoch 32:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 181.11it/s, v_num=0]
Epoch 32:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 188.33it/s, v_num=0]
Epoch 32:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 181.74it/s, v_num=0]
Epoch 32:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 183.14it/s, v_num=0]
Epoch 32:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 177.51it/s, v_num=0]
Epoch 32:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 183.73it/s, v_num=0]
Epoch 32:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 178.84it/s, v_num=0]
Epoch 32:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 183.17it/s, v_num=0]
Epoch 32:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 178.84it/s, v_num=0]
Epoch 32:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 181.30it/s, v_num=0]
Epoch 32:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 176.66it/s, v_num=0]
Epoch 32:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 179.60it/s, v_num=0]
Epoch 32:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 175.73it/s, v_num=0]
Epoch 32:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 180.49it/s, v_num=0]
Epoch 32:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 177.53it/s, v_num=0]
Epoch 32:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 181.63it/s, v_num=0]
Epoch 32:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 178.56it/s, v_num=0]
Epoch 32:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 182.34it/s, v_num=0]
Epoch 32:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 179.55it/s, v_num=0]
Epoch 32:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 183.80it/s, v_num=0]
Epoch 32:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 181.21it/s, v_num=0]
Epoch 32:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 183.42it/s, v_num=0]
Epoch 32:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 180.90it/s, v_num=0]
Epoch 32:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 184.81it/s, v_num=0]
Epoch 32:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 179.10it/s, v_num=0]
Epoch 32:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 181.10it/s, v_num=0]
Epoch 32:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 179.68it/s, v_num=0]
Epoch 32:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 180.70it/s, v_num=0]
Epoch 32:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 177.65it/s, v_num=0]
Epoch 32:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 180.32it/s, v_num=0]
Epoch 32:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 179.13it/s, v_num=0]
Epoch 32:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 180.57it/s, v_num=0]
Epoch 32:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 179.09it/s, v_num=0]
Epoch 32: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 180.79it/s, v_num=0]
Epoch 32: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 179.75it/s, v_num=0]
Epoch 32: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 176.54it/s, v_num=0]
Epoch 32:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 33:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 33:   5%|▍         | 1/22 [00:00<00:00, 141.14it/s, v_num=0]
Epoch 33:   5%|▍         | 1/22 [00:00<00:00, 83.32it/s, v_num=0] 
Epoch 33:   9%|β–‰         | 2/22 [00:00<00:00, 120.98it/s, v_num=0]
Epoch 33:   9%|β–‰         | 2/22 [00:00<00:00, 109.62it/s, v_num=0]
Epoch 33:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 130.72it/s, v_num=0]
Epoch 33:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 126.34it/s, v_num=0]
Epoch 33:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 140.25it/s, v_num=0]
Epoch 33:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 131.33it/s, v_num=0]
Epoch 33:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 144.39it/s, v_num=0]
Epoch 33:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 141.30it/s, v_num=0]
Epoch 33:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 149.72it/s, v_num=0]
Epoch 33:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 147.01it/s, v_num=0]
Epoch 33:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 154.37it/s, v_num=0]
Epoch 33:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 147.69it/s, v_num=0]
Epoch 33:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 154.56it/s, v_num=0]
Epoch 33:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 148.33it/s, v_num=0]
Epoch 33:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 153.26it/s, v_num=0]
Epoch 33:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 149.63it/s, v_num=0]
Epoch 33:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 154.32it/s, v_num=0]
Epoch 33:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 149.63it/s, v_num=0]
Epoch 33:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.98it/s, v_num=0]
Epoch 33:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 152.26it/s, v_num=0]
Epoch 33:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 156.18it/s, v_num=0]
Epoch 33:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.23it/s, v_num=0]
Epoch 33:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 156.99it/s, v_num=0]
Epoch 33:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 155.12it/s, v_num=0]
Epoch 33:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 157.60it/s, v_num=0]
Epoch 33:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 154.22it/s, v_num=0]
Epoch 33:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 158.66it/s, v_num=0]
Epoch 33:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 155.95it/s, v_num=0]
Epoch 33:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 158.00it/s, v_num=0]
Epoch 33:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.79it/s, v_num=0]
Epoch 33:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 157.57it/s, v_num=0]
Epoch 33:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 156.27it/s, v_num=0]
Epoch 33:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 158.88it/s, v_num=0]
Epoch 33:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 157.84it/s, v_num=0]
Epoch 33:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 159.58it/s, v_num=0]
Epoch 33:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 158.54it/s, v_num=0]
Epoch 33:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 160.19it/s, v_num=0]
Epoch 33:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 33:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 158.28it/s, v_num=0]
Epoch 33:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.10it/s, v_num=0]
Epoch 33: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.70it/s, v_num=0]
Epoch 33: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.92it/s, v_num=0]
Epoch 33: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 153.35it/s, v_num=0]
Epoch 33:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 34:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 34:   5%|▍         | 1/22 [00:00<00:00, 145.85it/s, v_num=0]
Epoch 34:   5%|▍         | 1/22 [00:00<00:00, 124.98it/s, v_num=0]
Epoch 34:   9%|β–‰         | 2/22 [00:00<00:00, 145.46it/s, v_num=0]
Epoch 34:   9%|β–‰         | 2/22 [00:00<00:00, 133.72it/s, v_num=0]
Epoch 34:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 142.48it/s, v_num=0]
Epoch 34:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 137.59it/s, v_num=0]
Epoch 34:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 152.52it/s, v_num=0]
Epoch 34:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 146.85it/s, v_num=0]
Epoch 34:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 151.30it/s, v_num=0]
Epoch 34:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 147.46it/s, v_num=0]
Epoch 34:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 156.60it/s, v_num=0]
Epoch 34:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 153.53it/s, v_num=0]
Epoch 34:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 159.17it/s, v_num=0]
Epoch 34:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 155.82it/s, v_num=0]
Epoch 34:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 159.94it/s, v_num=0]
Epoch 34:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 157.09it/s, v_num=0]
Epoch 34:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 162.11it/s, v_num=0]
Epoch 34:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 159.51it/s, v_num=0]
Epoch 34:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 163.41it/s, v_num=0]
Epoch 34:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.01it/s, v_num=0]
Epoch 34:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 160.29it/s, v_num=0]
Epoch 34:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 157.85it/s, v_num=0]
Epoch 34:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 160.29it/s, v_num=0]
Epoch 34:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.05it/s, v_num=0]
Epoch 34:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 159.51it/s, v_num=0]
Epoch 34:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.82it/s, v_num=0]
Epoch 34:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 160.59it/s, v_num=0]
Epoch 34:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 159.16it/s, v_num=0]
Epoch 34:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 161.93it/s, v_num=0]
Epoch 34:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 160.49it/s, v_num=0]
Epoch 34:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 162.84it/s, v_num=0]
Epoch 34:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 161.14it/s, v_num=0]
Epoch 34:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 163.30it/s, v_num=0]
Epoch 34:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 160.50it/s, v_num=0]
Epoch 34:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 162.47it/s, v_num=0]
Epoch 34:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 159.60it/s, v_num=0]
Epoch 34:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 161.72it/s, v_num=0]
Epoch 34:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 160.44it/s, v_num=0]
Epoch 34:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 160.18it/s, v_num=0]
Epoch 34:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 157.09it/s, v_num=0]
Epoch 34:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.53it/s, v_num=0]
Epoch 34:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 155.57it/s, v_num=0]
Epoch 34: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.03it/s, v_num=0]
Epoch 34: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.39it/s, v_num=0]
Epoch 34: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.97it/s, v_num=0]
Epoch 34:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 35:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 35:   5%|▍         | 1/22 [00:00<00:00, 197.31it/s, v_num=0]
Epoch 35:   5%|▍         | 1/22 [00:00<00:00, 156.32it/s, v_num=0]
Epoch 35:   9%|β–‰         | 2/22 [00:00<00:00, 194.11it/s, v_num=0]
Epoch 35:   9%|β–‰         | 2/22 [00:00<00:00, 167.37it/s, v_num=0]
Epoch 35:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 183.67it/s, v_num=0]
Epoch 35:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 172.04it/s, v_num=0]
Epoch 35:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 187.70it/s, v_num=0]
Epoch 35:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 178.25it/s, v_num=0]
Epoch 35:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 184.82it/s, v_num=0]
Epoch 35:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 169.38it/s, v_num=0]
Epoch 35:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 170.52it/s, v_num=0]
Epoch 35:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 160.72it/s, v_num=0]
Epoch 35:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 168.42it/s, v_num=0]
Epoch 35:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 165.09it/s, v_num=0]
Epoch 35:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 167.07it/s, v_num=0]
Epoch 35:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 161.20it/s, v_num=0]
Epoch 35:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 165.95it/s, v_num=0]
Epoch 35:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 162.51it/s, v_num=0]
Epoch 35:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 165.10it/s, v_num=0]
Epoch 35:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 162.72it/s, v_num=0]
Epoch 35:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 165.29it/s, v_num=0]
Epoch 35:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 160.34it/s, v_num=0]
Epoch 35:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 160.67it/s, v_num=0]
Epoch 35:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.70it/s, v_num=0]
Epoch 35:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 160.47it/s, v_num=0]
Epoch 35:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 158.61it/s, v_num=0]
Epoch 35:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 158.74it/s, v_num=0]
Epoch 35:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 156.53it/s, v_num=0]
Epoch 35:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 155.00it/s, v_num=0]
Epoch 35:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 151.25it/s, v_num=0]
Epoch 35:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 150.57it/s, v_num=0]
Epoch 35:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 148.46it/s, v_num=0]
Epoch 35:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 152.17it/s, v_num=0]
Epoch 35:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 150.17it/s, v_num=0]
Epoch 35:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 152.52it/s, v_num=0]
Epoch 35:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 150.91it/s, v_num=0]
Epoch 35:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 153.67it/s, v_num=0]
Epoch 35:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.17it/s, v_num=0]
Epoch 35:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 155.22it/s, v_num=0]
Epoch 35:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 153.61it/s, v_num=0]
Epoch 35:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 156.65it/s, v_num=0]
Epoch 35:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 153.48it/s, v_num=0]
Epoch 35: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.02it/s, v_num=0]
Epoch 35: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.75it/s, v_num=0]
Epoch 35: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 153.38it/s, v_num=0]
Epoch 35:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 36:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 36:   5%|▍         | 1/22 [00:00<00:00, 144.05it/s, v_num=0]
Epoch 36:   5%|▍         | 1/22 [00:00<00:00, 118.53it/s, v_num=0]
Epoch 36:   9%|β–‰         | 2/22 [00:00<00:00, 150.33it/s, v_num=0]
Epoch 36:   9%|β–‰         | 2/22 [00:00<00:00, 137.98it/s, v_num=0]
Epoch 36:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 162.57it/s, v_num=0]
Epoch 36:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 153.26it/s, v_num=0]
Epoch 36:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 171.26it/s, v_num=0]
Epoch 36:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 163.62it/s, v_num=0]
Epoch 36:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 176.71it/s, v_num=0]
Epoch 36:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 169.89it/s, v_num=0]
Epoch 36:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 178.63it/s, v_num=0]
Epoch 36:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 171.98it/s, v_num=0]
Epoch 36:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 179.89it/s, v_num=0]
Epoch 36:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 173.69it/s, v_num=0]
Epoch 36:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 179.30it/s, v_num=0]
Epoch 36:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 174.50it/s, v_num=0]
Epoch 36:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 173.03it/s, v_num=0]
Epoch 36:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 168.95it/s, v_num=0]
Epoch 36:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 175.34it/s, v_num=0]
Epoch 36:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 171.09it/s, v_num=0]
Epoch 36:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 175.35it/s, v_num=0]
Epoch 36:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 171.53it/s, v_num=0]
Epoch 36:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 175.47it/s, v_num=0]
Epoch 36:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 172.45it/s, v_num=0]
Epoch 36:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 176.12it/s, v_num=0]
Epoch 36:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 173.10it/s, v_num=0]
Epoch 36:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 162.63it/s, v_num=0]
Epoch 36:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 159.95it/s, v_num=0]
Epoch 36:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 163.63it/s, v_num=0]
Epoch 36:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 161.43it/s, v_num=0]
Epoch 36:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 165.84it/s, v_num=0]
Epoch 36:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 163.75it/s, v_num=0]
Epoch 36:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 167.81it/s, v_num=0]
Epoch 36:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 165.90it/s, v_num=0]
Epoch 36:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 169.78it/s, v_num=0]
Epoch 36:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 167.36it/s, v_num=0]
Epoch 36:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 170.63it/s, v_num=0]
Epoch 36:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 168.90it/s, v_num=0]
Epoch 36:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 172.24it/s, v_num=0]
Epoch 36:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 170.44it/s, v_num=0]
Epoch 36:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 172.70it/s, v_num=0]
Epoch 36:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 170.92it/s, v_num=0]
Epoch 36: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 173.47it/s, v_num=0]
Epoch 36: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 171.76it/s, v_num=0]
Epoch 36: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 170.06it/s, v_num=0]
Epoch 36:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 37:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 37:   5%|▍         | 1/22 [00:00<00:00, 198.55it/s, v_num=0]
Epoch 37:   5%|▍         | 1/22 [00:00<00:00, 156.10it/s, v_num=0]
Epoch 37:   9%|β–‰         | 2/22 [00:00<00:00, 190.36it/s, v_num=0]
Epoch 37:   9%|β–‰         | 2/22 [00:00<00:00, 171.19it/s, v_num=0]
Epoch 37:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 185.15it/s, v_num=0]
Epoch 37:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 172.93it/s, v_num=0]
Epoch 37:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 180.91it/s, v_num=0]
Epoch 37:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 171.73it/s, v_num=0]
Epoch 37:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 183.11it/s, v_num=0]
Epoch 37:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 174.72it/s, v_num=0]
Epoch 37:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 185.25it/s, v_num=0]
Epoch 37:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 179.00it/s, v_num=0]
Epoch 37:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 185.14it/s, v_num=0]
Epoch 37:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 179.85it/s, v_num=0]
Epoch 37:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 188.26it/s, v_num=0]
Epoch 37:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 183.44it/s, v_num=0]
Epoch 37:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 182.28it/s, v_num=0]
Epoch 37:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 177.20it/s, v_num=0]
Epoch 37:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 175.67it/s, v_num=0]
Epoch 37:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 173.01it/s, v_num=0]
Epoch 37:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 174.47it/s, v_num=0]
Epoch 37:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 168.97it/s, v_num=0]
Epoch 37:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 170.24it/s, v_num=0]
Epoch 37:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 167.47it/s, v_num=0]
Epoch 37:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 170.65it/s, v_num=0]
Epoch 37:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 168.46it/s, v_num=0]
Epoch 37:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 168.15it/s, v_num=0]
Epoch 37:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 163.97it/s, v_num=0]
Epoch 37:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 165.03it/s, v_num=0]
Epoch 37:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 163.23it/s, v_num=0]
Epoch 37:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 164.50it/s, v_num=0]
Epoch 37:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 160.71it/s, v_num=0]
Epoch 37:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 162.11it/s, v_num=0]
Epoch 37:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 160.57it/s, v_num=0]
Epoch 37:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 162.40it/s, v_num=0]
Epoch 37:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 159.36it/s, v_num=0]
Epoch 37:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 160.96it/s, v_num=0]
Epoch 37:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 159.80it/s, v_num=0]
Epoch 37:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 161.41it/s, v_num=0]
Epoch 37:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 160.32it/s, v_num=0]
Epoch 37:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 161.03it/s, v_num=0]
Epoch 37:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 158.57it/s, v_num=0]
Epoch 37: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.59it/s, v_num=0]
Epoch 37: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.41it/s, v_num=0]
Epoch 37: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.28it/s, v_num=0]
Epoch 37:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 38:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 38:   5%|▍         | 1/22 [00:00<00:00, 138.74it/s, v_num=0]
Epoch 38:   5%|▍         | 1/22 [00:00<00:00, 105.27it/s, v_num=0]
Epoch 38:   9%|β–‰         | 2/22 [00:00<00:00, 127.35it/s, v_num=0]
Epoch 38:   9%|β–‰         | 2/22 [00:00<00:00, 100.59it/s, v_num=0]
Epoch 38:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 113.21it/s, v_num=0]
Epoch 38:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 101.27it/s, v_num=0]
Epoch 38:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 107.96it/s, v_num=0]
Epoch 38:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 97.78it/s, v_num=0] 
Epoch 38:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 104.89it/s, v_num=0]
Epoch 38:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 100.54it/s, v_num=0]
Epoch 38:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 104.82it/s, v_num=0]
Epoch 38:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 102.06it/s, v_num=0]
Epoch 38:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 103.17it/s, v_num=0]
Epoch 38:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 100.70it/s, v_num=0]
Epoch 38:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 104.76it/s, v_num=0]
Epoch 38:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 102.53it/s, v_num=0]
Epoch 38:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 103.76it/s, v_num=0]
Epoch 38:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 102.82it/s, v_num=0]
Epoch 38:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 107.69it/s, v_num=0]
Epoch 38:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 106.47it/s, v_num=0]
Epoch 38:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 110.35it/s, v_num=0]
Epoch 38:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 108.85it/s, v_num=0]
Epoch 38:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 114.01it/s, v_num=0]
Epoch 38:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 112.64it/s, v_num=0]
Epoch 38:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 112.99it/s, v_num=0]
Epoch 38:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 111.57it/s, v_num=0]
Epoch 38:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 116.11it/s, v_num=0]
Epoch 38:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 114.93it/s, v_num=0]
Epoch 38:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 118.49it/s, v_num=0]
Epoch 38:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 115.06it/s, v_num=0]
Epoch 38:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 117.44it/s, v_num=0]
Epoch 38:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 116.33it/s, v_num=0]
Epoch 38:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 119.93it/s, v_num=0]
Epoch 38:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 113.89it/s, v_num=0]
Epoch 38:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 113.94it/s, v_num=0]
Epoch 38:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 111.91it/s, v_num=0]
Epoch 38:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 115.13it/s, v_num=0]
Epoch 38:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 114.41it/s, v_num=0]
Epoch 38:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 116.54it/s, v_num=0]
Epoch 38:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 115.93it/s, v_num=0]
Epoch 38:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 118.82it/s, v_num=0]
Epoch 38:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 118.19it/s, v_num=0]
Epoch 38: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 120.11it/s, v_num=0]
Epoch 38: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 119.37it/s, v_num=0]
Epoch 38: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 118.33it/s, v_num=0]
Epoch 38:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 39:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 39:   5%|▍         | 1/22 [00:00<00:00, 187.98it/s, v_num=0]
Epoch 39:   5%|▍         | 1/22 [00:00<00:00, 153.95it/s, v_num=0]
Epoch 39:   9%|β–‰         | 2/22 [00:00<00:00, 195.25it/s, v_num=0]
Epoch 39:   9%|β–‰         | 2/22 [00:00<00:00, 173.67it/s, v_num=0]
Epoch 39:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 193.68it/s, v_num=0]
Epoch 39:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 141.62it/s, v_num=0]
Epoch 39:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 129.67it/s, v_num=0]
Epoch 39:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 119.92it/s, v_num=0]
Epoch 39:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 132.10it/s, v_num=0]
Epoch 39:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 127.51it/s, v_num=0]
Epoch 39:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 139.01it/s, v_num=0]
Epoch 39:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 135.14it/s, v_num=0]
Epoch 39:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 145.71it/s, v_num=0]
Epoch 39:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 141.81it/s, v_num=0]
Epoch 39:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 149.75it/s, v_num=0]
Epoch 39:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 146.57it/s, v_num=0]
Epoch 39:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 39:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 150.90it/s, v_num=0]
Epoch 39:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 157.14it/s, v_num=0]
Epoch 39:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 154.05it/s, v_num=0]
Epoch 39:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 155.18it/s, v_num=0]
Epoch 39:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 152.62it/s, v_num=0]
Epoch 39:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.34it/s, v_num=0]
Epoch 39:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 155.99it/s, v_num=0]
Epoch 39:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 160.84it/s, v_num=0]
Epoch 39:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 158.32it/s, v_num=0]
Epoch 39:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 163.04it/s, v_num=0]
Epoch 39:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 160.74it/s, v_num=0]
Epoch 39:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 163.16it/s, v_num=0]
Epoch 39:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 161.16it/s, v_num=0]
Epoch 39:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 165.07it/s, v_num=0]
Epoch 39:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 163.19it/s, v_num=0]
Epoch 39:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 167.08it/s, v_num=0]
Epoch 39:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 165.12it/s, v_num=0]
Epoch 39:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 168.87it/s, v_num=0]
Epoch 39:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 167.07it/s, v_num=0]
Epoch 39:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 170.28it/s, v_num=0]
Epoch 39:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 168.24it/s, v_num=0]
Epoch 39:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 171.56it/s, v_num=0]
Epoch 39:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 169.87it/s, v_num=0]
Epoch 39:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 172.67it/s, v_num=0]
Epoch 39:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 170.95it/s, v_num=0]
Epoch 39: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 173.44it/s, v_num=0]
Epoch 39: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 171.58it/s, v_num=0]
Epoch 39: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 169.84it/s, v_num=0]
Epoch 39:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 40:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 40:   5%|▍         | 1/22 [00:00<00:00, 197.55it/s, v_num=0]
Epoch 40:   5%|▍         | 1/22 [00:00<00:00, 160.84it/s, v_num=0]
Epoch 40:   9%|β–‰         | 2/22 [00:00<00:00, 169.18it/s, v_num=0]
Epoch 40:   9%|β–‰         | 2/22 [00:00<00:00, 150.57it/s, v_num=0]
Epoch 40:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 175.39it/s, v_num=0]
Epoch 40:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 163.34it/s, v_num=0]
Epoch 40:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 181.89it/s, v_num=0]
Epoch 40:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 173.18it/s, v_num=0]
Epoch 40:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 185.97it/s, v_num=0]
Epoch 40:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 176.72it/s, v_num=0]
Epoch 40:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 186.73it/s, v_num=0]
Epoch 40:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 180.10it/s, v_num=0]
Epoch 40:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 187.46it/s, v_num=0]
Epoch 40:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 181.34it/s, v_num=0]
Epoch 40:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 187.82it/s, v_num=0]
Epoch 40:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 182.97it/s, v_num=0]
Epoch 40:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 190.05it/s, v_num=0]
Epoch 40:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 185.21it/s, v_num=0]
Epoch 40:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 191.86it/s, v_num=0]
Epoch 40:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 186.21it/s, v_num=0]
Epoch 40:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 191.14it/s, v_num=0]
Epoch 40:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 186.67it/s, v_num=0]
Epoch 40:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 191.52it/s, v_num=0]
Epoch 40:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 188.25it/s, v_num=0]
Epoch 40:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 192.98it/s, v_num=0]
Epoch 40:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 189.41it/s, v_num=0]
Epoch 40:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 193.72it/s, v_num=0]
Epoch 40:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 190.04it/s, v_num=0]
Epoch 40:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.42it/s, v_num=0]
Epoch 40:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.49it/s, v_num=0]
Epoch 40:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 193.87it/s, v_num=0]
Epoch 40:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 191.30it/s, v_num=0]
Epoch 40:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 194.60it/s, v_num=0]
Epoch 40:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 191.95it/s, v_num=0]
Epoch 40:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 195.03it/s, v_num=0]
Epoch 40:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 192.64it/s, v_num=0]
Epoch 40:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 195.47it/s, v_num=0]
Epoch 40:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 193.21it/s, v_num=0]
Epoch 40:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 195.70it/s, v_num=0]
Epoch 40:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 193.61it/s, v_num=0]
Epoch 40:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.83it/s, v_num=0]
Epoch 40:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 189.76it/s, v_num=0]
Epoch 40: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.16it/s, v_num=0]
Epoch 40: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 190.25it/s, v_num=0]
Epoch 40: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.09it/s, v_num=0]
Epoch 40:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 41:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 41:   5%|▍         | 1/22 [00:00<00:00, 154.27it/s, v_num=0]
Epoch 41:   5%|▍         | 1/22 [00:00<00:00, 128.65it/s, v_num=0]
Epoch 41:   9%|β–‰         | 2/22 [00:00<00:00, 171.44it/s, v_num=0]
Epoch 41:   9%|β–‰         | 2/22 [00:00<00:00, 156.73it/s, v_num=0]
Epoch 41:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 181.14it/s, v_num=0]
Epoch 41:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 168.63it/s, v_num=0]
Epoch 41:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 185.13it/s, v_num=0]
Epoch 41:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 175.78it/s, v_num=0]
Epoch 41:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 189.83it/s, v_num=0]
Epoch 41:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 181.65it/s, v_num=0]
Epoch 41:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 192.01it/s, v_num=0]
Epoch 41:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 184.38it/s, v_num=0]
Epoch 41:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 192.43it/s, v_num=0]
Epoch 41:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 186.53it/s, v_num=0]
Epoch 41:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 189.87it/s, v_num=0]
Epoch 41:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.68it/s, v_num=0]
Epoch 41:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 186.63it/s, v_num=0]
Epoch 41:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 182.25it/s, v_num=0]
Epoch 41:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 188.04it/s, v_num=0]
Epoch 41:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 184.27it/s, v_num=0]
Epoch 41:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 190.15it/s, v_num=0]
Epoch 41:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 185.94it/s, v_num=0]
Epoch 41:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 190.93it/s, v_num=0]
Epoch 41:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 186.96it/s, v_num=0]
Epoch 41:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 191.46it/s, v_num=0]
Epoch 41:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 187.92it/s, v_num=0]
Epoch 41:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 192.13it/s, v_num=0]
Epoch 41:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 189.23it/s, v_num=0]
Epoch 41:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.57it/s, v_num=0]
Epoch 41:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.52it/s, v_num=0]
Epoch 41:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 191.72it/s, v_num=0]
Epoch 41:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 188.53it/s, v_num=0]
Epoch 41:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 190.02it/s, v_num=0]
Epoch 41:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 186.88it/s, v_num=0]
Epoch 41:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 187.93it/s, v_num=0]
Epoch 41:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 185.46it/s, v_num=0]
Epoch 41:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 183.07it/s, v_num=0]
Epoch 41:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 180.92it/s, v_num=0]
Epoch 41:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 183.27it/s, v_num=0]
Epoch 41:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 181.47it/s, v_num=0]
Epoch 41:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 183.94it/s, v_num=0]
Epoch 41:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 182.13it/s, v_num=0]
Epoch 41: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 184.70it/s, v_num=0]
Epoch 41: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 182.99it/s, v_num=0]
Epoch 41: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 181.01it/s, v_num=0]
Epoch 41:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 42:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 42:   5%|▍         | 1/22 [00:00<00:00, 206.13it/s, v_num=0]
Epoch 42:   5%|▍         | 1/22 [00:00<00:00, 161.77it/s, v_num=0]
Epoch 42:   9%|β–‰         | 2/22 [00:00<00:00, 200.68it/s, v_num=0]
Epoch 42:   9%|β–‰         | 2/22 [00:00<00:00, 179.92it/s, v_num=0]
Epoch 42:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 200.02it/s, v_num=0]
Epoch 42:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 184.52it/s, v_num=0]
Epoch 42:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 195.41it/s, v_num=0]
Epoch 42:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 183.96it/s, v_num=0]
Epoch 42:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 198.37it/s, v_num=0]
Epoch 42:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 188.53it/s, v_num=0]
Epoch 42:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 197.88it/s, v_num=0]
Epoch 42:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 190.90it/s, v_num=0]
Epoch 42:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 198.76it/s, v_num=0]
Epoch 42:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 191.87it/s, v_num=0]
Epoch 42:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 198.32it/s, v_num=0]
Epoch 42:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 192.77it/s, v_num=0]
Epoch 42:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 199.07it/s, v_num=0]
Epoch 42:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 193.32it/s, v_num=0]
Epoch 42:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 198.97it/s, v_num=0]
Epoch 42:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 194.39it/s, v_num=0]
Epoch 42:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 200.16it/s, v_num=0]
Epoch 42:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 195.43it/s, v_num=0]
Epoch 42:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 200.65it/s, v_num=0]
Epoch 42:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 196.89it/s, v_num=0]
Epoch 42:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 200.29it/s, v_num=0]
Epoch 42:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 196.16it/s, v_num=0]
Epoch 42:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 200.61it/s, v_num=0]
Epoch 42:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 197.33it/s, v_num=0]
Epoch 42:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 200.73it/s, v_num=0]
Epoch 42:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 197.62it/s, v_num=0]
Epoch 42:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 200.80it/s, v_num=0]
Epoch 42:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 192.45it/s, v_num=0]
Epoch 42:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 193.06it/s, v_num=0]
Epoch 42:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 191.23it/s, v_num=0]
Epoch 42:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.10it/s, v_num=0]
Epoch 42:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 186.44it/s, v_num=0]
Epoch 42:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 186.15it/s, v_num=0]
Epoch 42:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 184.09it/s, v_num=0]
Epoch 42:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 184.23it/s, v_num=0]
Epoch 42:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 182.83it/s, v_num=0]
Epoch 42:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 182.86it/s, v_num=0]
Epoch 42:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 178.73it/s, v_num=0]
Epoch 42: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 173.96it/s, v_num=0]
Epoch 42: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 169.64it/s, v_num=0]
Epoch 42: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 167.99it/s, v_num=0]
Epoch 42:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 43:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 43:   5%|▍         | 1/22 [00:00<00:00, 79.18it/s, v_num=0]
Epoch 43:   5%|▍         | 1/22 [00:00<00:00, 68.19it/s, v_num=0]
Epoch 43:   9%|β–‰         | 2/22 [00:00<00:00, 94.33it/s, v_num=0]
Epoch 43:   9%|β–‰         | 2/22 [00:00<00:00, 90.63it/s, v_num=0]
Epoch 43:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 111.90it/s, v_num=0]
Epoch 43:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 104.11it/s, v_num=0]
Epoch 43:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 122.34it/s, v_num=0]
Epoch 43:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 119.36it/s, v_num=0]
Epoch 43:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 125.45it/s, v_num=0]
Epoch 43:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 120.26it/s, v_num=0]
Epoch 43:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 126.39it/s, v_num=0]
Epoch 43:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 123.80it/s, v_num=0]
Epoch 43:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 123.83it/s, v_num=0]
Epoch 43:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 121.43it/s, v_num=0]
Epoch 43:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 128.56it/s, v_num=0]
Epoch 43:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 126.80it/s, v_num=0]
Epoch 43:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 130.77it/s, v_num=0]
Epoch 43:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 126.40it/s, v_num=0]
Epoch 43:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 132.58it/s, v_num=0]
Epoch 43:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 130.91it/s, v_num=0]
Epoch 43:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 134.70it/s, v_num=0]
Epoch 43:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 133.32it/s, v_num=0]
Epoch 43:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 136.84it/s, v_num=0]
Epoch 43:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 135.36it/s, v_num=0]
Epoch 43:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 138.32it/s, v_num=0]
Epoch 43:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 133.76it/s, v_num=0]
Epoch 43:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 136.43it/s, v_num=0]
Epoch 43:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 133.83it/s, v_num=0]
Epoch 43:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 137.23it/s, v_num=0]
Epoch 43:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 134.13it/s, v_num=0]
Epoch 43:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 136.79it/s, v_num=0]
Epoch 43:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 134.24it/s, v_num=0]
Epoch 43:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 136.26it/s, v_num=0]
Epoch 43:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 135.15it/s, v_num=0]
Epoch 43:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 136.58it/s, v_num=0]
Epoch 43:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 135.72it/s, v_num=0]
Epoch 43:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 137.82it/s, v_num=0]
Epoch 43:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 136.91it/s, v_num=0]
Epoch 43:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 139.08it/s, v_num=0]
Epoch 43:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 137.03it/s, v_num=0]
Epoch 43:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 139.21it/s, v_num=0]
Epoch 43:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 137.35it/s, v_num=0]
Epoch 43: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 139.06it/s, v_num=0]
Epoch 43: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 137.84it/s, v_num=0]
Epoch 43: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 136.86it/s, v_num=0]
Epoch 43:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 44:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 44:   5%|▍         | 1/22 [00:00<00:00, 157.24it/s, v_num=0]
Epoch 44:   5%|▍         | 1/22 [00:00<00:00, 135.10it/s, v_num=0]
Epoch 44:   9%|β–‰         | 2/22 [00:00<00:00, 172.61it/s, v_num=0]
Epoch 44:   9%|β–‰         | 2/22 [00:00<00:00, 160.92it/s, v_num=0]
Epoch 44:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 175.47it/s, v_num=0]
Epoch 44:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 166.85it/s, v_num=0]
Epoch 44:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 178.68it/s, v_num=0]
Epoch 44:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 170.14it/s, v_num=0]
Epoch 44:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 176.38it/s, v_num=0]
Epoch 44:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 171.12it/s, v_num=0]
Epoch 44:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 177.44it/s, v_num=0]
Epoch 44:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 173.03it/s, v_num=0]
Epoch 44:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 180.46it/s, v_num=0]
Epoch 44:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 175.78it/s, v_num=0]
Epoch 44:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.16it/s, v_num=0]
Epoch 44:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 179.22it/s, v_num=0]
Epoch 44:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 184.91it/s, v_num=0]
Epoch 44:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 181.92it/s, v_num=0]
Epoch 44:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 187.28it/s, v_num=0]
Epoch 44:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 184.34it/s, v_num=0]
Epoch 44:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 187.85it/s, v_num=0]
Epoch 44:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 185.34it/s, v_num=0]
Epoch 44:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 188.37it/s, v_num=0]
Epoch 44:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 184.27it/s, v_num=0]
Epoch 44:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 187.19it/s, v_num=0]
Epoch 44:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 184.24it/s, v_num=0]
Epoch 44:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 185.32it/s, v_num=0]
Epoch 44:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 182.25it/s, v_num=0]
Epoch 44:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 182.51it/s, v_num=0]
Epoch 44:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 180.20it/s, v_num=0]
Epoch 44:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 181.54it/s, v_num=0]
Epoch 44:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 179.64it/s, v_num=0]
Epoch 44:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 181.47it/s, v_num=0]
Epoch 44:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 179.56it/s, v_num=0]
Epoch 44:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 179.61it/s, v_num=0]
Epoch 44:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 177.80it/s, v_num=0]
Epoch 44:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 180.75it/s, v_num=0]
Epoch 44:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 178.71it/s, v_num=0]
Epoch 44:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 181.01it/s, v_num=0]
Epoch 44:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 179.31it/s, v_num=0]
Epoch 44:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 181.29it/s, v_num=0]
Epoch 44:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 179.81it/s, v_num=0]
Epoch 44: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 181.89it/s, v_num=0]
Epoch 44: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 180.57it/s, v_num=0]
Epoch 44: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 178.69it/s, v_num=0]
Epoch 44:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 45:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 45:   5%|▍         | 1/22 [00:00<00:00, 178.54it/s, v_num=0]
Epoch 45:   5%|▍         | 1/22 [00:00<00:00, 154.51it/s, v_num=0]
Epoch 45:   9%|β–‰         | 2/22 [00:00<00:00, 185.12it/s, v_num=0]
Epoch 45:   9%|β–‰         | 2/22 [00:00<00:00, 170.83it/s, v_num=0]
Epoch 45:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 187.93it/s, v_num=0]
Epoch 45:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 177.06it/s, v_num=0]
Epoch 45:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 186.29it/s, v_num=0]
Epoch 45:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 173.21it/s, v_num=0]
Epoch 45:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 183.70it/s, v_num=0]
Epoch 45:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 177.18it/s, v_num=0]
Epoch 45:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 182.71it/s, v_num=0]
Epoch 45:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 177.85it/s, v_num=0]
Epoch 45:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 184.18it/s, v_num=0]
Epoch 45:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 177.96it/s, v_num=0]
Epoch 45:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 183.20it/s, v_num=0]
Epoch 45:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 178.28it/s, v_num=0]
Epoch 45:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 183.81it/s, v_num=0]
Epoch 45:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 180.32it/s, v_num=0]
Epoch 45:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 183.71it/s, v_num=0]
Epoch 45:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 180.60it/s, v_num=0]
Epoch 45:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 177.17it/s, v_num=0]
Epoch 45:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 174.12it/s, v_num=0]
Epoch 45:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 177.48it/s, v_num=0]
Epoch 45:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 174.90it/s, v_num=0]
Epoch 45:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 174.39it/s, v_num=0]
Epoch 45:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 170.27it/s, v_num=0]
Epoch 45:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 172.75it/s, v_num=0]
Epoch 45:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 170.00it/s, v_num=0]
Epoch 45:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 173.16it/s, v_num=0]
Epoch 45:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 170.01it/s, v_num=0]
Epoch 45:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 173.03it/s, v_num=0]
Epoch 45:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 171.52it/s, v_num=0]
Epoch 45:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 172.84it/s, v_num=0]
Epoch 45:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 170.68it/s, v_num=0]
Epoch 45:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 172.47it/s, v_num=0]
Epoch 45:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 170.51it/s, v_num=0]
Epoch 45:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 173.85it/s, v_num=0]
Epoch 45:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 172.56it/s, v_num=0]
Epoch 45:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 170.71it/s, v_num=0]
Epoch 45:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 169.32it/s, v_num=0]
Epoch 45:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 171.24it/s, v_num=0]
Epoch 45:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 169.85it/s, v_num=0]
Epoch 45: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 171.57it/s, v_num=0]
Epoch 45: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 170.45it/s, v_num=0]
Epoch 45: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 168.40it/s, v_num=0]
Epoch 45:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 46:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 46:   5%|▍         | 1/22 [00:00<00:00, 198.83it/s, v_num=0]
Epoch 46:   5%|▍         | 1/22 [00:00<00:00, 164.90it/s, v_num=0]
Epoch 46:   9%|β–‰         | 2/22 [00:00<00:00, 188.64it/s, v_num=0]
Epoch 46:   9%|β–‰         | 2/22 [00:00<00:00, 173.15it/s, v_num=0]
Epoch 46:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 189.62it/s, v_num=0]
Epoch 46:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 174.33it/s, v_num=0]
Epoch 46:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 187.73it/s, v_num=0]
Epoch 46:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 177.75it/s, v_num=0]
Epoch 46:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 185.98it/s, v_num=0]
Epoch 46:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 179.90it/s, v_num=0]
Epoch 46:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 186.89it/s, v_num=0]
Epoch 46:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 181.05it/s, v_num=0]
Epoch 46:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 188.96it/s, v_num=0]
Epoch 46:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 184.28it/s, v_num=0]
Epoch 46:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 183.93it/s, v_num=0]
Epoch 46:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 179.71it/s, v_num=0]
Epoch 46:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 184.43it/s, v_num=0]
Epoch 46:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 181.08it/s, v_num=0]
Epoch 46:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 186.44it/s, v_num=0]
Epoch 46:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 182.24it/s, v_num=0]
Epoch 46:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 180.40it/s, v_num=0]
Epoch 46:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 178.14it/s, v_num=0]
Epoch 46:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 179.44it/s, v_num=0]
Epoch 46:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 174.08it/s, v_num=0]
Epoch 46:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 174.23it/s, v_num=0]
Epoch 46:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 169.02it/s, v_num=0]
Epoch 46:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 170.07it/s, v_num=0]
Epoch 46:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 168.15it/s, v_num=0]
Epoch 46:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 169.14it/s, v_num=0]
Epoch 46:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 165.49it/s, v_num=0]
Epoch 46:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 167.86it/s, v_num=0]
Epoch 46:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 166.47it/s, v_num=0]
Epoch 46:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 167.80it/s, v_num=0]
Epoch 46:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 166.53it/s, v_num=0]
Epoch 46:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 168.97it/s, v_num=0]
Epoch 46:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 165.66it/s, v_num=0]
Epoch 46:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 167.63it/s, v_num=0]
Epoch 46:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 166.44it/s, v_num=0]
Epoch 46:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 166.18it/s, v_num=0]
Epoch 46:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 163.45it/s, v_num=0]
Epoch 46:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 165.99it/s, v_num=0]
Epoch 46:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 164.48it/s, v_num=0]
Epoch 46: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 165.51it/s, v_num=0]
Epoch 46: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 164.42it/s, v_num=0]
Epoch 46: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 161.73it/s, v_num=0]
Epoch 46:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 47:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 47:   5%|▍         | 1/22 [00:00<00:00, 145.53it/s, v_num=0]
Epoch 47:   5%|▍         | 1/22 [00:00<00:00, 107.28it/s, v_num=0]
Epoch 47:   9%|β–‰         | 2/22 [00:00<00:00, 134.74it/s, v_num=0]
Epoch 47:   9%|β–‰         | 2/22 [00:00<00:00, 118.20it/s, v_num=0]
Epoch 47:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 141.12it/s, v_num=0]
Epoch 47:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 134.61it/s, v_num=0]
Epoch 47:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 143.71it/s, v_num=0]
Epoch 47:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 138.93it/s, v_num=0]
Epoch 47:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 148.66it/s, v_num=0]
Epoch 47:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 145.30it/s, v_num=0]
Epoch 47:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 151.27it/s, v_num=0]
Epoch 47:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 147.33it/s, v_num=0]
Epoch 47:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 154.00it/s, v_num=0]
Epoch 47:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 151.15it/s, v_num=0]
Epoch 47:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.76it/s, v_num=0]
Epoch 47:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 153.43it/s, v_num=0]
Epoch 47:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 156.64it/s, v_num=0]
Epoch 47:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.19it/s, v_num=0]
Epoch 47:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.43it/s, v_num=0]
Epoch 47:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.48it/s, v_num=0]
Epoch 47:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 159.45it/s, v_num=0]
Epoch 47:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 157.12it/s, v_num=0]
Epoch 47:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 155.35it/s, v_num=0]
Epoch 47:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 153.73it/s, v_num=0]
Epoch 47:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 156.31it/s, v_num=0]
Epoch 47:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 154.85it/s, v_num=0]
Epoch 47:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 156.54it/s, v_num=0]
Epoch 47:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 155.21it/s, v_num=0]
Epoch 47:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 157.97it/s, v_num=0]
Epoch 47:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 156.62it/s, v_num=0]
Epoch 47:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 157.97it/s, v_num=0]
Epoch 47:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.82it/s, v_num=0]
Epoch 47:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 157.71it/s, v_num=0]
Epoch 47:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 156.32it/s, v_num=0]
Epoch 47:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 157.53it/s, v_num=0]
Epoch 47:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 154.34it/s, v_num=0]
Epoch 47:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 155.36it/s, v_num=0]
Epoch 47:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 154.29it/s, v_num=0]
Epoch 47:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 156.14it/s, v_num=0]
Epoch 47:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 154.96it/s, v_num=0]
Epoch 47:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 156.47it/s, v_num=0]
Epoch 47:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 155.09it/s, v_num=0]
Epoch 47: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.42it/s, v_num=0]
Epoch 47: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 153.91it/s, v_num=0]
Epoch 47: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.28it/s, v_num=0]
Epoch 47:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 48:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 48:   5%|▍         | 1/22 [00:00<00:00, 202.48it/s, v_num=0]
Epoch 48:   5%|▍         | 1/22 [00:00<00:00, 174.40it/s, v_num=0]
Epoch 48:   9%|β–‰         | 2/22 [00:00<00:00, 199.94it/s, v_num=0]
Epoch 48:   9%|β–‰         | 2/22 [00:00<00:00, 182.97it/s, v_num=0]
Epoch 48:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 200.30it/s, v_num=0]
Epoch 48:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 183.85it/s, v_num=0]
Epoch 48:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 197.09it/s, v_num=0]
Epoch 48:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 189.41it/s, v_num=0]
Epoch 48:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 191.95it/s, v_num=0]
Epoch 48:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 185.80it/s, v_num=0]
Epoch 48:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 190.57it/s, v_num=0]
Epoch 48:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 185.21it/s, v_num=0]
Epoch 48:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 183.81it/s, v_num=0]
Epoch 48:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 169.99it/s, v_num=0]
Epoch 48:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 171.79it/s, v_num=0]
Epoch 48:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 167.91it/s, v_num=0]
Epoch 48:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 169.54it/s, v_num=0]
Epoch 48:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 165.94it/s, v_num=0]
Epoch 48:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 171.47it/s, v_num=0]
Epoch 48:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 166.98it/s, v_num=0]
Epoch 48:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 170.14it/s, v_num=0]
Epoch 48:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 166.28it/s, v_num=0]
Epoch 48:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 169.81it/s, v_num=0]
Epoch 48:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 166.87it/s, v_num=0]
Epoch 48:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 172.14it/s, v_num=0]
Epoch 48:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 169.83it/s, v_num=0]
Epoch 48:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 170.89it/s, v_num=0]
Epoch 48:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 168.66it/s, v_num=0]
Epoch 48:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 170.85it/s, v_num=0]
Epoch 48:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 169.24it/s, v_num=0]
Epoch 48:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 171.75it/s, v_num=0]
Epoch 48:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 169.65it/s, v_num=0]
Epoch 48:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 172.84it/s, v_num=0]
Epoch 48:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 169.97it/s, v_num=0]
Epoch 48:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 168.33it/s, v_num=0]
Epoch 48:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 166.86it/s, v_num=0]
Epoch 48:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 168.30it/s, v_num=0]
Epoch 48:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 166.67it/s, v_num=0]
Epoch 48:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 168.19it/s, v_num=0]
Epoch 48:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 166.77it/s, v_num=0]
Epoch 48:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 167.74it/s, v_num=0]
Epoch 48:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 166.47it/s, v_num=0]
Epoch 48: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 166.42it/s, v_num=0]
Epoch 48: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 165.28it/s, v_num=0]
Epoch 48: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 163.88it/s, v_num=0]
Epoch 48:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 49:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 49:   5%|▍         | 1/22 [00:00<00:00, 181.12it/s, v_num=0]
Epoch 49:   5%|▍         | 1/22 [00:00<00:00, 144.11it/s, v_num=0]
Epoch 49:   9%|β–‰         | 2/22 [00:00<00:00, 166.49it/s, v_num=0]
Epoch 49:   9%|β–‰         | 2/22 [00:00<00:00, 154.93it/s, v_num=0]
Epoch 49:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 136.35it/s, v_num=0]
Epoch 49:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 129.23it/s, v_num=0]
Epoch 49:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 145.13it/s, v_num=0]
Epoch 49:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 133.16it/s, v_num=0]
Epoch 49:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 145.27it/s, v_num=0]
Epoch 49:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 141.56it/s, v_num=0]
Epoch 49:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 152.80it/s, v_num=0]
Epoch 49:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 148.79it/s, v_num=0]
Epoch 49:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 157.91it/s, v_num=0]
Epoch 49:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 154.87it/s, v_num=0]
Epoch 49:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 158.98it/s, v_num=0]
Epoch 49:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 144.77it/s, v_num=0]
Epoch 49:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 147.99it/s, v_num=0]
Epoch 49:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 145.19it/s, v_num=0]
Epoch 49:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 148.00it/s, v_num=0]
Epoch 49:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 146.04it/s, v_num=0]
Epoch 49:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 147.31it/s, v_num=0]
Epoch 49:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 142.99it/s, v_num=0]
Epoch 49:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 145.60it/s, v_num=0]
Epoch 49:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 144.13it/s, v_num=0]
Epoch 49:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 146.84it/s, v_num=0]
Epoch 49:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 144.08it/s, v_num=0]
Epoch 49:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 146.52it/s, v_num=0]
Epoch 49:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 145.24it/s, v_num=0]
Epoch 49:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 146.96it/s, v_num=0]
Epoch 49:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 144.11it/s, v_num=0]
Epoch 49:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 146.88it/s, v_num=0]
Epoch 49:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 144.11it/s, v_num=0]
Epoch 49:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 146.38it/s, v_num=0]
Epoch 49:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 145.31it/s, v_num=0]
Epoch 49:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 146.84it/s, v_num=0]
Epoch 49:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 144.38it/s, v_num=0]
Epoch 49:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 146.10it/s, v_num=0]
Epoch 49:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 145.20it/s, v_num=0]
Epoch 49:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 146.61it/s, v_num=0]
Epoch 49:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 145.73it/s, v_num=0]
Epoch 49:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 147.28it/s, v_num=0]
Epoch 49:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 146.42it/s, v_num=0]
Epoch 49: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 148.37it/s, v_num=0]
Epoch 49: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.42it/s, v_num=0]
Epoch 49: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 142.12it/s, v_num=0]
Epoch 49:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 50:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 50:   5%|▍         | 1/22 [00:00<00:00, 121.37it/s, v_num=0]
Epoch 50:   5%|▍         | 1/22 [00:00<00:00, 94.44it/s, v_num=0] 
Epoch 50:   9%|β–‰         | 2/22 [00:00<00:00, 123.40it/s, v_num=0]
Epoch 50:   9%|β–‰         | 2/22 [00:00<00:00, 116.89it/s, v_num=0]
Epoch 50:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 136.48it/s, v_num=0]
Epoch 50:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 131.34it/s, v_num=0]
Epoch 50:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 140.89it/s, v_num=0]
Epoch 50:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 136.61it/s, v_num=0]
Epoch 50:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 141.46it/s, v_num=0]
Epoch 50:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 137.87it/s, v_num=0]
Epoch 50:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 139.97it/s, v_num=0]
Epoch 50:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 136.90it/s, v_num=0]
Epoch 50:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 140.43it/s, v_num=0]
Epoch 50:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 134.02it/s, v_num=0]
Epoch 50:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 139.00it/s, v_num=0]
Epoch 50:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 136.84it/s, v_num=0]
Epoch 50:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 144.38it/s, v_num=0]
Epoch 50:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 142.34it/s, v_num=0]
Epoch 50:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 147.56it/s, v_num=0]
Epoch 50:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 145.82it/s, v_num=0]
Epoch 50:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 151.16it/s, v_num=0]
Epoch 50:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 149.47it/s, v_num=0]
Epoch 50:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 152.08it/s, v_num=0]
Epoch 50:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 150.45it/s, v_num=0]
Epoch 50:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 153.23it/s, v_num=0]
Epoch 50:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.64it/s, v_num=0]
Epoch 50:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 153.65it/s, v_num=0]
Epoch 50:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 152.32it/s, v_num=0]
Epoch 50:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 154.73it/s, v_num=0]
Epoch 50:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 153.29it/s, v_num=0]
Epoch 50:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 157.08it/s, v_num=0]
Epoch 50:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 155.05it/s, v_num=0]
Epoch 50:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 158.72it/s, v_num=0]
Epoch 50:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 156.90it/s, v_num=0]
Epoch 50:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 160.72it/s, v_num=0]
Epoch 50:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 159.05it/s, v_num=0]
Epoch 50:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 160.10it/s, v_num=0]
Epoch 50:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 158.25it/s, v_num=0]
Epoch 50:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 161.05it/s, v_num=0]
Epoch 50:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 159.32it/s, v_num=0]
Epoch 50:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 162.24it/s, v_num=0]
Epoch 50:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 160.82it/s, v_num=0]
Epoch 50: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 163.76it/s, v_num=0]
Epoch 50: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 162.25it/s, v_num=0]
Epoch 50: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.79it/s, v_num=0]
Epoch 50:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 51:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 51:   5%|▍         | 1/22 [00:00<00:00, 222.50it/s, v_num=0]
Epoch 51:   5%|▍         | 1/22 [00:00<00:00, 174.70it/s, v_num=0]
Epoch 51:   9%|β–‰         | 2/22 [00:00<00:00, 208.86it/s, v_num=0]
Epoch 51:   9%|β–‰         | 2/22 [00:00<00:00, 185.49it/s, v_num=0]
Epoch 51:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 205.53it/s, v_num=0]
Epoch 51:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 190.49it/s, v_num=0]
Epoch 51:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 206.34it/s, v_num=0]
Epoch 51:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 195.40it/s, v_num=0]
Epoch 51:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 206.01it/s, v_num=0]
Epoch 51:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 196.07it/s, v_num=0]
Epoch 51:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 206.67it/s, v_num=0]
Epoch 51:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 198.86it/s, v_num=0]
Epoch 51:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 207.63it/s, v_num=0]
Epoch 51:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 199.74it/s, v_num=0]
Epoch 51:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 207.43it/s, v_num=0]
Epoch 51:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 200.82it/s, v_num=0]
Epoch 51:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 207.67it/s, v_num=0]
Epoch 51:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 202.38it/s, v_num=0]
Epoch 51:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 208.29it/s, v_num=0]
Epoch 51:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 203.63it/s, v_num=0]
Epoch 51:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 208.12it/s, v_num=0]
Epoch 51:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 203.60it/s, v_num=0]
Epoch 51:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 206.19it/s, v_num=0]
Epoch 51:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 202.20it/s, v_num=0]
Epoch 51:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 206.22it/s, v_num=0]
Epoch 51:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 202.71it/s, v_num=0]
Epoch 51:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 204.31it/s, v_num=0]
Epoch 51:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 201.09it/s, v_num=0]
Epoch 51:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 202.80it/s, v_num=0]
Epoch 51:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 199.27it/s, v_num=0]
Epoch 51:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 201.72it/s, v_num=0]
Epoch 51:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 198.87it/s, v_num=0]
Epoch 51:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 202.17it/s, v_num=0]
Epoch 51:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 198.84it/s, v_num=0]
Epoch 51:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 197.40it/s, v_num=0]
Epoch 51:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 194.89it/s, v_num=0]
Epoch 51:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 197.07it/s, v_num=0]
Epoch 51:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 194.62it/s, v_num=0]
Epoch 51:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 197.52it/s, v_num=0]
Epoch 51:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 195.13it/s, v_num=0]
Epoch 51:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 197.25it/s, v_num=0]
Epoch 51:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 195.17it/s, v_num=0]
Epoch 51: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 197.59it/s, v_num=0]
Epoch 51: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 195.55it/s, v_num=0]
Epoch 51: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 193.44it/s, v_num=0]
Epoch 51:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 52:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 52:   5%|▍         | 1/22 [00:00<00:00, 158.15it/s, v_num=0]
Epoch 52:   5%|▍         | 1/22 [00:00<00:00, 130.26it/s, v_num=0]
Epoch 52:   9%|β–‰         | 2/22 [00:00<00:00, 174.44it/s, v_num=0]
Epoch 52:   9%|β–‰         | 2/22 [00:00<00:00, 158.34it/s, v_num=0]
Epoch 52:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 178.39it/s, v_num=0]
Epoch 52:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 167.50it/s, v_num=0]
Epoch 52:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 185.05it/s, v_num=0]
Epoch 52:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 175.82it/s, v_num=0]
Epoch 52:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 187.67it/s, v_num=0]
Epoch 52:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 180.35it/s, v_num=0]
Epoch 52:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 191.46it/s, v_num=0]
Epoch 52:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 184.74it/s, v_num=0]
Epoch 52:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 187.83it/s, v_num=0]
Epoch 52:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 182.21it/s, v_num=0]
Epoch 52:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 191.19it/s, v_num=0]
Epoch 52:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 186.09it/s, v_num=0]
Epoch 52:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 190.91it/s, v_num=0]
Epoch 52:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 186.32it/s, v_num=0]
Epoch 52:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 193.16it/s, v_num=0]
Epoch 52:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 189.04it/s, v_num=0]
Epoch 52:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 194.37it/s, v_num=0]
Epoch 52:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 190.66it/s, v_num=0]
Epoch 52:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 196.25it/s, v_num=0]
Epoch 52:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 192.43it/s, v_num=0]
Epoch 52:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 195.78it/s, v_num=0]
Epoch 52:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 192.50it/s, v_num=0]
Epoch 52:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 197.48it/s, v_num=0]
Epoch 52:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 194.72it/s, v_num=0]
Epoch 52:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 199.35it/s, v_num=0]
Epoch 52:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 195.86it/s, v_num=0]
Epoch 52:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 195.73it/s, v_num=0]
Epoch 52:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 191.93it/s, v_num=0]
Epoch 52:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 193.58it/s, v_num=0]
Epoch 52:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 190.87it/s, v_num=0]
Epoch 52:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 193.92it/s, v_num=0]
Epoch 52:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.28it/s, v_num=0]
Epoch 52:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 193.96it/s, v_num=0]
Epoch 52:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 191.59it/s, v_num=0]
Epoch 52:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 194.52it/s, v_num=0]
Epoch 52:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 192.39it/s, v_num=0]
Epoch 52:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 195.22it/s, v_num=0]
Epoch 52:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 193.18it/s, v_num=0]
Epoch 52: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 194.82it/s, v_num=0]
Epoch 52: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.91it/s, v_num=0]
Epoch 52: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 190.82it/s, v_num=0]
Epoch 52:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 53:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 53:   5%|▍         | 1/22 [00:00<00:00, 188.69it/s, v_num=0]
Epoch 53:   5%|▍         | 1/22 [00:00<00:00, 155.63it/s, v_num=0]
Epoch 53:   9%|β–‰         | 2/22 [00:00<00:00, 185.20it/s, v_num=0]
Epoch 53:   9%|β–‰         | 2/22 [00:00<00:00, 167.23it/s, v_num=0]
Epoch 53:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 193.12it/s, v_num=0]
Epoch 53:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 180.55it/s, v_num=0]
Epoch 53:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 196.12it/s, v_num=0]
Epoch 53:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 185.95it/s, v_num=0]
Epoch 53:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 197.01it/s, v_num=0]
Epoch 53:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 188.74it/s, v_num=0]
Epoch 53:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 200.33it/s, v_num=0]
Epoch 53:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 192.85it/s, v_num=0]
Epoch 53:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 202.47it/s, v_num=0]
Epoch 53:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 196.06it/s, v_num=0]
Epoch 53:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 200.64it/s, v_num=0]
Epoch 53:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 194.50it/s, v_num=0]
Epoch 53:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 201.02it/s, v_num=0]
Epoch 53:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 195.86it/s, v_num=0]
Epoch 53:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 202.05it/s, v_num=0]
Epoch 53:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 197.39it/s, v_num=0]
Epoch 53:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 203.01it/s, v_num=0]
Epoch 53:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 198.77it/s, v_num=0]
Epoch 53:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 202.94it/s, v_num=0]
Epoch 53:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 199.31it/s, v_num=0]
Epoch 53:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 203.34it/s, v_num=0]
Epoch 53:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 199.79it/s, v_num=0]
Epoch 53:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 198.96it/s, v_num=0]
Epoch 53:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 195.52it/s, v_num=0]
Epoch 53:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 198.76it/s, v_num=0]
Epoch 53:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 195.63it/s, v_num=0]
Epoch 53:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 198.66it/s, v_num=0]
Epoch 53:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 195.65it/s, v_num=0]
Epoch 53:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 199.16it/s, v_num=0]
Epoch 53:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 196.44it/s, v_num=0]
Epoch 53:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 198.51it/s, v_num=0]
Epoch 53:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 196.04it/s, v_num=0]
Epoch 53:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 199.11it/s, v_num=0]
Epoch 53:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 196.80it/s, v_num=0]
Epoch 53:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 199.16it/s, v_num=0]
Epoch 53:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 195.86it/s, v_num=0]
Epoch 53:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 198.19it/s, v_num=0]
Epoch 53:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 196.09it/s, v_num=0]
Epoch 53: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 197.60it/s, v_num=0]
Epoch 53: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 195.57it/s, v_num=0]
Epoch 53: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 193.62it/s, v_num=0]
Epoch 53:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 54:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 54:   5%|▍         | 1/22 [00:00<00:00, 215.27it/s, v_num=0]
Epoch 54:   5%|▍         | 1/22 [00:00<00:00, 173.15it/s, v_num=0]
Epoch 54:   9%|β–‰         | 2/22 [00:00<00:00, 215.29it/s, v_num=0]
Epoch 54:   9%|β–‰         | 2/22 [00:00<00:00, 191.12it/s, v_num=0]
Epoch 54:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 211.46it/s, v_num=0]
Epoch 54:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 193.47it/s, v_num=0]
Epoch 54:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 210.80it/s, v_num=0]
Epoch 54:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 199.26it/s, v_num=0]
Epoch 54:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 206.76it/s, v_num=0]
Epoch 54:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 197.47it/s, v_num=0]
Epoch 54:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 207.05it/s, v_num=0]
Epoch 54:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 198.70it/s, v_num=0]
Epoch 54:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 204.96it/s, v_num=0]
Epoch 54:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 198.35it/s, v_num=0]
Epoch 54:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 204.85it/s, v_num=0]
Epoch 54:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 198.76it/s, v_num=0]
Epoch 54:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 205.77it/s, v_num=0]
Epoch 54:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 200.64it/s, v_num=0]
Epoch 54:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 204.81it/s, v_num=0]
Epoch 54:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 199.98it/s, v_num=0]
Epoch 54:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 204.20it/s, v_num=0]
Epoch 54:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 199.88it/s, v_num=0]
Epoch 54:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 201.13it/s, v_num=0]
Epoch 54:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 197.01it/s, v_num=0]
Epoch 54:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 181.97it/s, v_num=0]
Epoch 54:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 178.15it/s, v_num=0]
Epoch 54:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 182.08it/s, v_num=0]
Epoch 54:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 179.16it/s, v_num=0]
Epoch 54:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 182.94it/s, v_num=0]
Epoch 54:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 180.41it/s, v_num=0]
Epoch 54:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 184.59it/s, v_num=0]
Epoch 54:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 182.15it/s, v_num=0]
Epoch 54:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 186.05it/s, v_num=0]
Epoch 54:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 183.52it/s, v_num=0]
Epoch 54:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 186.61it/s, v_num=0]
Epoch 54:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 184.47it/s, v_num=0]
Epoch 54:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 187.99it/s, v_num=0]
Epoch 54:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 185.32it/s, v_num=0]
Epoch 54:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 188.23it/s, v_num=0]
Epoch 54:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 186.22it/s, v_num=0]
Epoch 54:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 188.54it/s, v_num=0]
Epoch 54:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.32it/s, v_num=0]
Epoch 54: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 189.20it/s, v_num=0]
Epoch 54: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.31it/s, v_num=0]
Epoch 54: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 185.40it/s, v_num=0]
Epoch 54:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 55:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 55:   5%|▍         | 1/22 [00:00<00:00, 187.87it/s, v_num=0]
Epoch 55:   5%|▍         | 1/22 [00:00<00:00, 154.67it/s, v_num=0]
Epoch 55:   9%|β–‰         | 2/22 [00:00<00:00, 197.26it/s, v_num=0]
Epoch 55:   9%|β–‰         | 2/22 [00:00<00:00, 175.40it/s, v_num=0]
Epoch 55:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 200.52it/s, v_num=0]
Epoch 55:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 185.33it/s, v_num=0]
Epoch 55:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 197.72it/s, v_num=0]
Epoch 55:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 186.25it/s, v_num=0]
Epoch 55:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 201.77it/s, v_num=0]
Epoch 55:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 192.65it/s, v_num=0]
Epoch 55:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 204.58it/s, v_num=0]
Epoch 55:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 196.92it/s, v_num=0]
Epoch 55:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 204.53it/s, v_num=0]
Epoch 55:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 198.38it/s, v_num=0]
Epoch 55:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 205.24it/s, v_num=0]
Epoch 55:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 199.17it/s, v_num=0]
Epoch 55:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 205.06it/s, v_num=0]
Epoch 55:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 199.62it/s, v_num=0]
Epoch 55:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 205.69it/s, v_num=0]
Epoch 55:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 200.90it/s, v_num=0]
Epoch 55:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 197.70it/s, v_num=0]
Epoch 55:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 193.33it/s, v_num=0]
Epoch 55:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 197.61it/s, v_num=0]
Epoch 55:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 193.55it/s, v_num=0]
Epoch 55:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 198.40it/s, v_num=0]
Epoch 55:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 194.82it/s, v_num=0]
Epoch 55:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 198.25it/s, v_num=0]
Epoch 55:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 194.57it/s, v_num=0]
Epoch 55:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 198.50it/s, v_num=0]
Epoch 55:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 195.64it/s, v_num=0]
Epoch 55:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 198.72it/s, v_num=0]
Epoch 55:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 195.68it/s, v_num=0]
Epoch 55:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 198.27it/s, v_num=0]
Epoch 55:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 195.92it/s, v_num=0]
Epoch 55:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 199.50it/s, v_num=0]
Epoch 55:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 196.64it/s, v_num=0]
Epoch 55:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 198.69it/s, v_num=0]
Epoch 55:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 196.26it/s, v_num=0]
Epoch 55:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 198.54it/s, v_num=0]
Epoch 55:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 196.03it/s, v_num=0]
Epoch 55:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 197.79it/s, v_num=0]
Epoch 55:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 195.37it/s, v_num=0]
Epoch 55: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 196.65it/s, v_num=0]
Epoch 55: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 194.60it/s, v_num=0]
Epoch 55: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.03it/s, v_num=0]
Epoch 55:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 56:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 56:   5%|▍         | 1/22 [00:00<00:00, 209.70it/s, v_num=0]
Epoch 56:   5%|▍         | 1/22 [00:00<00:00, 169.33it/s, v_num=0]
Epoch 56:   9%|β–‰         | 2/22 [00:00<00:00, 185.15it/s, v_num=0]
Epoch 56:   9%|β–‰         | 2/22 [00:00<00:00, 166.31it/s, v_num=0]
Epoch 56:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 180.01it/s, v_num=0]
Epoch 56:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 167.40it/s, v_num=0]
Epoch 56:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 184.15it/s, v_num=0]
Epoch 56:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 174.59it/s, v_num=0]
Epoch 56:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 187.62it/s, v_num=0]
Epoch 56:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 179.99it/s, v_num=0]
Epoch 56:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 188.67it/s, v_num=0]
Epoch 56:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 181.27it/s, v_num=0]
Epoch 56:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 185.16it/s, v_num=0]
Epoch 56:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 178.63it/s, v_num=0]
Epoch 56:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.21it/s, v_num=0]
Epoch 56:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 168.82it/s, v_num=0]
Epoch 56:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 171.95it/s, v_num=0]
Epoch 56:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 168.91it/s, v_num=0]
Epoch 56:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 170.99it/s, v_num=0]
Epoch 56:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 162.48it/s, v_num=0]
Epoch 56:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 161.60it/s, v_num=0]
Epoch 56:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 159.09it/s, v_num=0]
Epoch 56:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.72it/s, v_num=0]
Epoch 56:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 156.19it/s, v_num=0]
Epoch 56:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.51it/s, v_num=0]
Epoch 56:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 155.05it/s, v_num=0]
Epoch 56:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 159.89it/s, v_num=0]
Epoch 56:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 157.41it/s, v_num=0]
Epoch 56:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 159.89it/s, v_num=0]
Epoch 56:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 157.81it/s, v_num=0]
Epoch 56:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 161.89it/s, v_num=0]
Epoch 56:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 160.08it/s, v_num=0]
Epoch 56:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 163.43it/s, v_num=0]
Epoch 56:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 161.53it/s, v_num=0]
Epoch 56:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 164.87it/s, v_num=0]
Epoch 56:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 163.13it/s, v_num=0]
Epoch 56:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 164.71it/s, v_num=0]
Epoch 56:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 163.06it/s, v_num=0]
Epoch 56:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 166.21it/s, v_num=0]
Epoch 56:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 164.53it/s, v_num=0]
Epoch 56:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 166.06it/s, v_num=0]
Epoch 56:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 56: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 167.38it/s, v_num=0]
Epoch 56: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 165.79it/s, v_num=0]
Epoch 56: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 164.12it/s, v_num=0]
Epoch 56:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 57:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 57:   5%|▍         | 1/22 [00:00<00:00, 202.69it/s, v_num=0]
Epoch 57:   5%|▍         | 1/22 [00:00<00:00, 158.63it/s, v_num=0]
Epoch 57:   9%|β–‰         | 2/22 [00:00<00:00, 189.74it/s, v_num=0]
Epoch 57:   9%|β–‰         | 2/22 [00:00<00:00, 169.82it/s, v_num=0]
Epoch 57:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 193.51it/s, v_num=0]
Epoch 57:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 177.89it/s, v_num=0]
Epoch 57:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 191.56it/s, v_num=0]
Epoch 57:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 181.65it/s, v_num=0]
Epoch 57:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 189.65it/s, v_num=0]
Epoch 57:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 181.13it/s, v_num=0]
Epoch 57:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 190.35it/s, v_num=0]
Epoch 57:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 183.55it/s, v_num=0]
Epoch 57:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 190.65it/s, v_num=0]
Epoch 57:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 184.90it/s, v_num=0]
Epoch 57:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 190.80it/s, v_num=0]
Epoch 57:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.66it/s, v_num=0]
Epoch 57:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 189.12it/s, v_num=0]
Epoch 57:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 184.29it/s, v_num=0]
Epoch 57:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 188.57it/s, v_num=0]
Epoch 57:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 184.38it/s, v_num=0]
Epoch 57:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 186.77it/s, v_num=0]
Epoch 57:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 183.08it/s, v_num=0]
Epoch 57:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 186.33it/s, v_num=0]
Epoch 57:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 182.51it/s, v_num=0]
Epoch 57:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 186.55it/s, v_num=0]
Epoch 57:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 183.31it/s, v_num=0]
Epoch 57:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 186.85it/s, v_num=0]
Epoch 57:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 183.73it/s, v_num=0]
Epoch 57:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 185.50it/s, v_num=0]
Epoch 57:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 182.73it/s, v_num=0]
Epoch 57:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 185.97it/s, v_num=0]
Epoch 57:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 183.20it/s, v_num=0]
Epoch 57:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 186.61it/s, v_num=0]
Epoch 57:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 184.27it/s, v_num=0]
Epoch 57:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 186.14it/s, v_num=0]
Epoch 57:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 183.94it/s, v_num=0]
Epoch 57:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 186.62it/s, v_num=0]
Epoch 57:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 184.43it/s, v_num=0]
Epoch 57:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 186.03it/s, v_num=0]
Epoch 57:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 183.86it/s, v_num=0]
Epoch 57:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.01it/s, v_num=0]
Epoch 57:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 184.09it/s, v_num=0]
Epoch 57: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 186.02it/s, v_num=0]
Epoch 57: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 184.18it/s, v_num=0]
Epoch 57: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 182.07it/s, v_num=0]
Epoch 57:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 58:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 58:   5%|▍         | 1/22 [00:00<00:00, 193.86it/s, v_num=0]
Epoch 58:   5%|▍         | 1/22 [00:00<00:00, 158.53it/s, v_num=0]
Epoch 58:   9%|β–‰         | 2/22 [00:00<00:00, 199.59it/s, v_num=0]
Epoch 58:   9%|β–‰         | 2/22 [00:00<00:00, 179.26it/s, v_num=0]
Epoch 58:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 195.68it/s, v_num=0]
Epoch 58:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 182.24it/s, v_num=0]
Epoch 58:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 197.96it/s, v_num=0]
Epoch 58:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 186.57it/s, v_num=0]
Epoch 58:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 195.57it/s, v_num=0]
Epoch 58:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.65it/s, v_num=0]
Epoch 58:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 196.20it/s, v_num=0]
Epoch 58:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 188.57it/s, v_num=0]
Epoch 58:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 194.27it/s, v_num=0]
Epoch 58:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 186.52it/s, v_num=0]
Epoch 58:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 193.60it/s, v_num=0]
Epoch 58:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 187.66it/s, v_num=0]
Epoch 58:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 194.05it/s, v_num=0]
Epoch 58:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 189.17it/s, v_num=0]
Epoch 58:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 194.66it/s, v_num=0]
Epoch 58:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 189.94it/s, v_num=0]
Epoch 58:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 194.93it/s, v_num=0]
Epoch 58:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 190.56it/s, v_num=0]
Epoch 58:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 194.94it/s, v_num=0]
Epoch 58:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 190.85it/s, v_num=0]
Epoch 58:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 193.73it/s, v_num=0]
Epoch 58:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 190.46it/s, v_num=0]
Epoch 58:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 193.32it/s, v_num=0]
Epoch 58:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 190.10it/s, v_num=0]
Epoch 58:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.24it/s, v_num=0]
Epoch 58:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.33it/s, v_num=0]
Epoch 58:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 190.64it/s, v_num=0]
Epoch 58:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 187.36it/s, v_num=0]
Epoch 58:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 190.28it/s, v_num=0]
Epoch 58:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 187.81it/s, v_num=0]
Epoch 58:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 190.85it/s, v_num=0]
Epoch 58:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 188.61it/s, v_num=0]
Epoch 58:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 191.23it/s, v_num=0]
Epoch 58:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 189.13it/s, v_num=0]
Epoch 58:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 191.74it/s, v_num=0]
Epoch 58:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 189.45it/s, v_num=0]
Epoch 58:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.85it/s, v_num=0]
Epoch 58:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 189.92it/s, v_num=0]
Epoch 58: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.23it/s, v_num=0]
Epoch 58: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 189.41it/s, v_num=0]
Epoch 58: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.37it/s, v_num=0]
Epoch 58:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 59:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 59:   5%|▍         | 1/22 [00:00<00:00, 194.50it/s, v_num=0]
Epoch 59:   5%|▍         | 1/22 [00:00<00:00, 158.31it/s, v_num=0]
Epoch 59:   9%|β–‰         | 2/22 [00:00<00:00, 194.54it/s, v_num=0]
Epoch 59:   9%|β–‰         | 2/22 [00:00<00:00, 174.47it/s, v_num=0]
Epoch 59:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 169.96it/s, v_num=0]
Epoch 59:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 159.64it/s, v_num=0]
Epoch 59:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 178.67it/s, v_num=0]
Epoch 59:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 169.56it/s, v_num=0]
Epoch 59:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 181.46it/s, v_num=0]
Epoch 59:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 174.39it/s, v_num=0]
Epoch 59:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 185.24it/s, v_num=0]
Epoch 59:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 178.65it/s, v_num=0]
Epoch 59:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 186.83it/s, v_num=0]
Epoch 59:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 181.42it/s, v_num=0]
Epoch 59:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 188.10it/s, v_num=0]
Epoch 59:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 183.27it/s, v_num=0]
Epoch 59:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 189.35it/s, v_num=0]
Epoch 59:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 184.96it/s, v_num=0]
Epoch 59:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 189.87it/s, v_num=0]
Epoch 59:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 185.40it/s, v_num=0]
Epoch 59:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 189.69it/s, v_num=0]
Epoch 59:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 186.11it/s, v_num=0]
Epoch 59:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 187.48it/s, v_num=0]
Epoch 59:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 183.99it/s, v_num=0]
Epoch 59:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 188.30it/s, v_num=0]
Epoch 59:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 185.25it/s, v_num=0]
Epoch 59:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 188.69it/s, v_num=0]
Epoch 59:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 185.88it/s, v_num=0]
Epoch 59:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.06it/s, v_num=0]
Epoch 59:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 187.24it/s, v_num=0]
Epoch 59:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 190.17it/s, v_num=0]
Epoch 59:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 187.65it/s, v_num=0]
Epoch 59:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 190.99it/s, v_num=0]
Epoch 59:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 188.50it/s, v_num=0]
Epoch 59:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.66it/s, v_num=0]
Epoch 59:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 189.18it/s, v_num=0]
Epoch 59:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 191.84it/s, v_num=0]
Epoch 59:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 189.62it/s, v_num=0]
Epoch 59:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 192.54it/s, v_num=0]
Epoch 59:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 190.43it/s, v_num=0]
Epoch 59:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 193.10it/s, v_num=0]
Epoch 59:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.04it/s, v_num=0]
Epoch 59: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 193.24it/s, v_num=0]
Epoch 59: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.38it/s, v_num=0]
Epoch 59: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 189.61it/s, v_num=0]
Epoch 59:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 60:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 60:   5%|▍         | 1/22 [00:00<00:00, 185.73it/s, v_num=0]
Epoch 60:   5%|▍         | 1/22 [00:00<00:00, 152.97it/s, v_num=0]
Epoch 60:   9%|β–‰         | 2/22 [00:00<00:00, 193.14it/s, v_num=0]
Epoch 60:   9%|β–‰         | 2/22 [00:00<00:00, 174.24it/s, v_num=0]
Epoch 60:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 197.43it/s, v_num=0]
Epoch 60:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 182.24it/s, v_num=0]
Epoch 60:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 201.27it/s, v_num=0]
Epoch 60:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 190.42it/s, v_num=0]
Epoch 60:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 199.75it/s, v_num=0]
Epoch 60:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 189.95it/s, v_num=0]
Epoch 60:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 199.87it/s, v_num=0]
Epoch 60:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 192.41it/s, v_num=0]
Epoch 60:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 198.36it/s, v_num=0]
Epoch 60:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 192.14it/s, v_num=0]
Epoch 60:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 198.51it/s, v_num=0]
Epoch 60:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 193.07it/s, v_num=0]
Epoch 60:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 193.70it/s, v_num=0]
Epoch 60:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 188.27it/s, v_num=0]
Epoch 60:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 193.30it/s, v_num=0]
Epoch 60:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 188.85it/s, v_num=0]
Epoch 60:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 193.26it/s, v_num=0]
Epoch 60:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 189.52it/s, v_num=0]
Epoch 60:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 194.82it/s, v_num=0]
Epoch 60:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 191.43it/s, v_num=0]
Epoch 60:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 194.67it/s, v_num=0]
Epoch 60:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 191.80it/s, v_num=0]
Epoch 60:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 195.07it/s, v_num=0]
Epoch 60:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 192.13it/s, v_num=0]
Epoch 60:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 195.66it/s, v_num=0]
Epoch 60:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 192.92it/s, v_num=0]
Epoch 60:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 196.52it/s, v_num=0]
Epoch 60:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 193.86it/s, v_num=0]
Epoch 60:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 197.33it/s, v_num=0]
Epoch 60:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 194.73it/s, v_num=0]
Epoch 60:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 198.28it/s, v_num=0]
Epoch 60:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 195.88it/s, v_num=0]
Epoch 60:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 198.50it/s, v_num=0]
Epoch 60:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 196.09it/s, v_num=0]
Epoch 60:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 198.23it/s, v_num=0]
Epoch 60:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 195.32it/s, v_num=0]
Epoch 60:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 197.14it/s, v_num=0]
Epoch 60:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 195.13it/s, v_num=0]
Epoch 60: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 197.09it/s, v_num=0]
Epoch 60: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 194.96it/s, v_num=0]
Epoch 60: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.82it/s, v_num=0]
Epoch 60:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 61:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 61:   5%|▍         | 1/22 [00:00<00:00, 213.80it/s, v_num=0]
Epoch 61:   5%|▍         | 1/22 [00:00<00:00, 171.95it/s, v_num=0]
Epoch 61:   9%|β–‰         | 2/22 [00:00<00:00, 179.46it/s, v_num=0]
Epoch 61:   9%|β–‰         | 2/22 [00:00<00:00, 151.58it/s, v_num=0]
Epoch 61:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 166.78it/s, v_num=0]
Epoch 61:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 160.07it/s, v_num=0]
Epoch 61:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 168.09it/s, v_num=0]
Epoch 61:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 160.50it/s, v_num=0]
Epoch 61:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 161.80it/s, v_num=0]
Epoch 61:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 156.97it/s, v_num=0]
Epoch 61:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 161.38it/s, v_num=0]
Epoch 61:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 151.01it/s, v_num=0]
Epoch 61:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 157.16it/s, v_num=0]
Epoch 61:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 152.63it/s, v_num=0]
Epoch 61:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.79it/s, v_num=0]
Epoch 61:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 153.09it/s, v_num=0]
Epoch 61:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 149.06it/s, v_num=0]
Epoch 61:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 146.68it/s, v_num=0]
Epoch 61:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 150.15it/s, v_num=0]
Epoch 61:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 145.53it/s, v_num=0]
Epoch 61:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 149.06it/s, v_num=0]
Epoch 61:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 144.88it/s, v_num=0]
Epoch 61:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 147.69it/s, v_num=0]
Epoch 61:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 146.10it/s, v_num=0]
Epoch 61:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 149.05it/s, v_num=0]
Epoch 61:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 145.21it/s, v_num=0]
Epoch 61:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 147.89it/s, v_num=0]
Epoch 61:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 144.62it/s, v_num=0]
Epoch 61:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 146.47it/s, v_num=0]
Epoch 61:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 145.03it/s, v_num=0]
Epoch 61:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 147.07it/s, v_num=0]
Epoch 61:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 145.50it/s, v_num=0]
Epoch 61:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 149.66it/s, v_num=0]
Epoch 61:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 148.21it/s, v_num=0]
Epoch 61:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.57it/s, v_num=0]
Epoch 61:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 150.10it/s, v_num=0]
Epoch 61:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 153.40it/s, v_num=0]
Epoch 61:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.00it/s, v_num=0]
Epoch 61:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 155.17it/s, v_num=0]
Epoch 61:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 153.47it/s, v_num=0]
Epoch 61:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 156.46it/s, v_num=0]
Epoch 61:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 155.14it/s, v_num=0]
Epoch 61: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.04it/s, v_num=0]
Epoch 61: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.82it/s, v_num=0]
Epoch 61: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.51it/s, v_num=0]
Epoch 61:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 62:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 62:   5%|▍         | 1/22 [00:00<00:00, 193.05it/s, v_num=0]
Epoch 62:   5%|▍         | 1/22 [00:00<00:00, 154.42it/s, v_num=0]
Epoch 62:   9%|β–‰         | 2/22 [00:00<00:00, 195.09it/s, v_num=0]
Epoch 62:   9%|β–‰         | 2/22 [00:00<00:00, 173.94it/s, v_num=0]
Epoch 62:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 196.42it/s, v_num=0]
Epoch 62:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 182.49it/s, v_num=0]
Epoch 62:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 198.40it/s, v_num=0]
Epoch 62:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 186.53it/s, v_num=0]
Epoch 62:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 198.63it/s, v_num=0]
Epoch 62:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 190.02it/s, v_num=0]
Epoch 62:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 181.46it/s, v_num=0]
Epoch 62:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 176.08it/s, v_num=0]
Epoch 62:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 176.86it/s, v_num=0]
Epoch 62:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 172.99it/s, v_num=0]
Epoch 62:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 176.47it/s, v_num=0]
Epoch 62:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 172.94it/s, v_num=0]
Epoch 62:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 173.65it/s, v_num=0]
Epoch 62:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 170.54it/s, v_num=0]
Epoch 62:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 168.62it/s, v_num=0]
Epoch 62:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 165.65it/s, v_num=0]
Epoch 62:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 168.01it/s, v_num=0]
Epoch 62:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 165.19it/s, v_num=0]
Epoch 62:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 170.82it/s, v_num=0]
Epoch 62:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 167.96it/s, v_num=0]
Epoch 62:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 173.04it/s, v_num=0]
Epoch 62:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 169.65it/s, v_num=0]
Epoch 62:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 174.45it/s, v_num=0]
Epoch 62:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 172.02it/s, v_num=0]
Epoch 62:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 172.47it/s, v_num=0]
Epoch 62:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 170.15it/s, v_num=0]
Epoch 62:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 172.70it/s, v_num=0]
Epoch 62:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 170.01it/s, v_num=0]
Epoch 62:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 172.10it/s, v_num=0]
Epoch 62:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 169.99it/s, v_num=0]
Epoch 62:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 172.87it/s, v_num=0]
Epoch 62:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 170.84it/s, v_num=0]
Epoch 62:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 174.49it/s, v_num=0]
Epoch 62:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 172.69it/s, v_num=0]
Epoch 62:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 176.02it/s, v_num=0]
Epoch 62:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 174.29it/s, v_num=0]
Epoch 62:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 176.66it/s, v_num=0]
Epoch 62:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 174.99it/s, v_num=0]
Epoch 62: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 177.60it/s, v_num=0]
Epoch 62: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 176.06it/s, v_num=0]
Epoch 62: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 174.46it/s, v_num=0]
Epoch 62:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 63:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 63:   5%|▍         | 1/22 [00:00<00:00, 182.69it/s, v_num=0]
Epoch 63:   5%|▍         | 1/22 [00:00<00:00, 152.34it/s, v_num=0]
Epoch 63:   9%|β–‰         | 2/22 [00:00<00:00, 194.43it/s, v_num=0]
Epoch 63:   9%|β–‰         | 2/22 [00:00<00:00, 158.35it/s, v_num=0]
Epoch 63:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 169.57it/s, v_num=0]
Epoch 63:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 150.01it/s, v_num=0]
Epoch 63:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 161.22it/s, v_num=0]
Epoch 63:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 148.16it/s, v_num=0]
Epoch 63:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 157.50it/s, v_num=0]
Epoch 63:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 145.55it/s, v_num=0]
Epoch 63:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 153.78it/s, v_num=0]
Epoch 63:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 150.44it/s, v_num=0]
Epoch 63:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 63:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 151.45it/s, v_num=0]
Epoch 63:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 157.33it/s, v_num=0]
Epoch 63:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 153.32it/s, v_num=0]
Epoch 63:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 161.80it/s, v_num=0]
Epoch 63:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 156.17it/s, v_num=0]
Epoch 63:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 162.43it/s, v_num=0]
Epoch 63:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.22it/s, v_num=0]
Epoch 63:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 162.39it/s, v_num=0]
Epoch 63:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 158.58it/s, v_num=0]
Epoch 63:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 163.59it/s, v_num=0]
Epoch 63:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 161.06it/s, v_num=0]
Epoch 63:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 163.63it/s, v_num=0]
Epoch 63:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 159.53it/s, v_num=0]
Epoch 63:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 162.69it/s, v_num=0]
Epoch 63:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 160.58it/s, v_num=0]
Epoch 63:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 156.82it/s, v_num=0]
Epoch 63:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 154.40it/s, v_num=0]
Epoch 63:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 158.08it/s, v_num=0]
Epoch 63:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.08it/s, v_num=0]
Epoch 63:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 160.10it/s, v_num=0]
Epoch 63:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 158.25it/s, v_num=0]
Epoch 63:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 152.24it/s, v_num=0]
Epoch 63:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 148.67it/s, v_num=0]
Epoch 63:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 146.88it/s, v_num=0]
Epoch 63:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 144.21it/s, v_num=0]
Epoch 63:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 146.16it/s, v_num=0]
Epoch 63:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 143.92it/s, v_num=0]
Epoch 63:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 143.62it/s, v_num=0]
Epoch 63:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 142.68it/s, v_num=0]
Epoch 63: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 143.88it/s, v_num=0]
Epoch 63: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 141.33it/s, v_num=0]
Epoch 63: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 139.90it/s, v_num=0]
Epoch 63:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 64:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 64:   5%|▍         | 1/22 [00:00<00:00, 110.79it/s, v_num=0]
Epoch 64:   5%|▍         | 1/22 [00:00<00:00, 82.47it/s, v_num=0] 
Epoch 64:   9%|β–‰         | 2/22 [00:00<00:00, 106.73it/s, v_num=0]
Epoch 64:   9%|β–‰         | 2/22 [00:00<00:00, 100.78it/s, v_num=0]
Epoch 64:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 108.48it/s, v_num=0]
Epoch 64:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 103.53it/s, v_num=0]
Epoch 64:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 121.32it/s, v_num=0]
Epoch 64:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 117.26it/s, v_num=0]
Epoch 64:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 131.08it/s, v_num=0]
Epoch 64:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 127.20it/s, v_num=0]
Epoch 64:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 138.56it/s, v_num=0]
Epoch 64:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 134.03it/s, v_num=0]
Epoch 64:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 141.69it/s, v_num=0]
Epoch 64:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 138.42it/s, v_num=0]
Epoch 64:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 147.73it/s, v_num=0]
Epoch 64:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 144.65it/s, v_num=0]
Epoch 64:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 151.26it/s, v_num=0]
Epoch 64:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 147.91it/s, v_num=0]
Epoch 64:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 155.20it/s, v_num=0]
Epoch 64:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 152.62it/s, v_num=0]
Epoch 64:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 159.49it/s, v_num=0]
Epoch 64:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 156.66it/s, v_num=0]
Epoch 64:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 162.10it/s, v_num=0]
Epoch 64:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 159.74it/s, v_num=0]
Epoch 64:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 164.30it/s, v_num=0]
Epoch 64:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 161.73it/s, v_num=0]
Epoch 64:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 166.42it/s, v_num=0]
Epoch 64:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 164.08it/s, v_num=0]
Epoch 64:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 168.21it/s, v_num=0]
Epoch 64:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 165.92it/s, v_num=0]
Epoch 64:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 169.90it/s, v_num=0]
Epoch 64:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 167.91it/s, v_num=0]
Epoch 64:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 172.00it/s, v_num=0]
Epoch 64:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 170.00it/s, v_num=0]
Epoch 64:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 173.19it/s, v_num=0]
Epoch 64:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 171.26it/s, v_num=0]
Epoch 64:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 174.19it/s, v_num=0]
Epoch 64:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 172.27it/s, v_num=0]
Epoch 64:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 174.41it/s, v_num=0]
Epoch 64:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 172.62it/s, v_num=0]
Epoch 64:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 175.20it/s, v_num=0]
Epoch 64:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 171.92it/s, v_num=0]
Epoch 64: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 173.87it/s, v_num=0]
Epoch 64: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 172.35it/s, v_num=0]
Epoch 64: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 170.84it/s, v_num=0]
Epoch 64:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 65:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 65:   5%|▍         | 1/22 [00:00<00:00, 206.18it/s, v_num=0]
Epoch 65:   5%|▍         | 1/22 [00:00<00:00, 155.91it/s, v_num=0]
Epoch 65:   9%|β–‰         | 2/22 [00:00<00:00, 196.06it/s, v_num=0]
Epoch 65:   9%|β–‰         | 2/22 [00:00<00:00, 175.76it/s, v_num=0]
Epoch 65:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 196.22it/s, v_num=0]
Epoch 65:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 182.77it/s, v_num=0]
Epoch 65:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 197.91it/s, v_num=0]
Epoch 65:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 187.36it/s, v_num=0]
Epoch 65:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 199.57it/s, v_num=0]
Epoch 65:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 190.73it/s, v_num=0]
Epoch 65:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 201.54it/s, v_num=0]
Epoch 65:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 193.87it/s, v_num=0]
Epoch 65:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 197.95it/s, v_num=0]
Epoch 65:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 191.73it/s, v_num=0]
Epoch 65:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 197.87it/s, v_num=0]
Epoch 65:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 192.57it/s, v_num=0]
Epoch 65:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 199.82it/s, v_num=0]
Epoch 65:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 194.99it/s, v_num=0]
Epoch 65:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 197.24it/s, v_num=0]
Epoch 65:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.92it/s, v_num=0]
Epoch 65:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 195.81it/s, v_num=0]
Epoch 65:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 191.74it/s, v_num=0]
Epoch 65:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 188.16it/s, v_num=0]
Epoch 65:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 184.93it/s, v_num=0]
Epoch 65:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 188.55it/s, v_num=0]
Epoch 65:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 183.81it/s, v_num=0]
Epoch 65:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 188.42it/s, v_num=0]
Epoch 65:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 185.53it/s, v_num=0]
Epoch 65:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 189.39it/s, v_num=0]
Epoch 65:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 186.72it/s, v_num=0]
Epoch 65:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 188.71it/s, v_num=0]
Epoch 65:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 185.74it/s, v_num=0]
Epoch 65:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 170.83it/s, v_num=0]
Epoch 65:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 168.67it/s, v_num=0]
Epoch 65:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 169.88it/s, v_num=0]
Epoch 65:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 167.00it/s, v_num=0]
Epoch 65:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 169.51it/s, v_num=0]
Epoch 65:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 65:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 170.64it/s, v_num=0]
Epoch 65:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 168.56it/s, v_num=0]
Epoch 65:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 169.75it/s, v_num=0]
Epoch 65:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 168.30it/s, v_num=0]
Epoch 65: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 170.09it/s, v_num=0]
Epoch 65: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 168.89it/s, v_num=0]
Epoch 65: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 167.37it/s, v_num=0]
Epoch 65:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 66:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 66:   5%|▍         | 1/22 [00:00<00:00, 173.15it/s, v_num=0]
Epoch 66:   5%|▍         | 1/22 [00:00<00:00, 128.71it/s, v_num=0]
Epoch 66:   9%|β–‰         | 2/22 [00:00<00:00, 172.78it/s, v_num=0]
Epoch 66:   9%|β–‰         | 2/22 [00:00<00:00, 160.70it/s, v_num=0]
Epoch 66:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 176.27it/s, v_num=0]
Epoch 66:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 165.44it/s, v_num=0]
Epoch 66:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 180.17it/s, v_num=0]
Epoch 66:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 171.11it/s, v_num=0]
Epoch 66:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 183.11it/s, v_num=0]
Epoch 66:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 177.60it/s, v_num=0]
Epoch 66:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 186.94it/s, v_num=0]
Epoch 66:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 181.67it/s, v_num=0]
Epoch 66:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 188.89it/s, v_num=0]
Epoch 66:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 184.66it/s, v_num=0]
Epoch 66:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 190.84it/s, v_num=0]
Epoch 66:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 186.73it/s, v_num=0]
Epoch 66:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 190.52it/s, v_num=0]
Epoch 66:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 187.55it/s, v_num=0]
Epoch 66:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.69it/s, v_num=0]
Epoch 66:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 189.61it/s, v_num=0]
Epoch 66:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 193.52it/s, v_num=0]
Epoch 66:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 190.72it/s, v_num=0]
Epoch 66:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 194.17it/s, v_num=0]
Epoch 66:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 190.20it/s, v_num=0]
Epoch 66:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 193.08it/s, v_num=0]
Epoch 66:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 190.73it/s, v_num=0]
Epoch 66:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 192.52it/s, v_num=0]
Epoch 66:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 186.07it/s, v_num=0]
Epoch 66:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 187.94it/s, v_num=0]
Epoch 66:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 185.72it/s, v_num=0]
Epoch 66:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 188.08it/s, v_num=0]
Epoch 66:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 186.04it/s, v_num=0]
Epoch 66:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 188.56it/s, v_num=0]
Epoch 66:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 186.71it/s, v_num=0]
Epoch 66:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 188.61it/s, v_num=0]
Epoch 66:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 186.98it/s, v_num=0]
Epoch 66:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 189.22it/s, v_num=0]
Epoch 66:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 186.96it/s, v_num=0]
Epoch 66:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 188.90it/s, v_num=0]
Epoch 66:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 186.72it/s, v_num=0]
Epoch 66:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 188.78it/s, v_num=0]
Epoch 66:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.50it/s, v_num=0]
Epoch 66: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.77it/s, v_num=0]
Epoch 66: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 186.26it/s, v_num=0]
Epoch 66: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 184.23it/s, v_num=0]
Epoch 66:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 67:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 67:   5%|▍         | 1/22 [00:00<00:00, 172.29it/s, v_num=0]
Epoch 67:   5%|▍         | 1/22 [00:00<00:00, 148.02it/s, v_num=0]
Epoch 67:   9%|β–‰         | 2/22 [00:00<00:00, 176.24it/s, v_num=0]
Epoch 67:   9%|β–‰         | 2/22 [00:00<00:00, 162.06it/s, v_num=0]
Epoch 67:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 172.74it/s, v_num=0]
Epoch 67:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 163.83it/s, v_num=0]
Epoch 67:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 172.41it/s, v_num=0]
Epoch 67:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 165.09it/s, v_num=0]
Epoch 67:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 175.03it/s, v_num=0]
Epoch 67:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 169.85it/s, v_num=0]
Epoch 67:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 174.94it/s, v_num=0]
Epoch 67:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 170.09it/s, v_num=0]
Epoch 67:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 172.88it/s, v_num=0]
Epoch 67:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 168.04it/s, v_num=0]
Epoch 67:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 173.21it/s, v_num=0]
Epoch 67:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 169.79it/s, v_num=0]
Epoch 67:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 175.07it/s, v_num=0]
Epoch 67:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 172.09it/s, v_num=0]
Epoch 67:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 177.45it/s, v_num=0]
Epoch 67:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 174.89it/s, v_num=0]
Epoch 67:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 174.77it/s, v_num=0]
Epoch 67:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 171.89it/s, v_num=0]
Epoch 67:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 174.23it/s, v_num=0]
Epoch 67:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 169.09it/s, v_num=0]
Epoch 67:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 171.47it/s, v_num=0]
Epoch 67:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 169.55it/s, v_num=0]
Epoch 67:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 170.42it/s, v_num=0]
Epoch 67:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 168.62it/s, v_num=0]
Epoch 67:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 170.18it/s, v_num=0]
Epoch 67:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 167.23it/s, v_num=0]
Epoch 67:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 169.14it/s, v_num=0]
Epoch 67:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 166.00it/s, v_num=0]
Epoch 67:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 168.50it/s, v_num=0]
Epoch 67:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 165.27it/s, v_num=0]
Epoch 67:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 167.79it/s, v_num=0]
Epoch 67:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 166.49it/s, v_num=0]
Epoch 67:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 167.19it/s, v_num=0]
Epoch 67:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 165.65it/s, v_num=0]
Epoch 67:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 166.71it/s, v_num=0]
Epoch 67:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 164.37it/s, v_num=0]
Epoch 67:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 166.63it/s, v_num=0]
Epoch 67:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 165.40it/s, v_num=0]
Epoch 67: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 165.63it/s, v_num=0]
Epoch 67: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 164.46it/s, v_num=0]
Epoch 67: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.95it/s, v_num=0]
Epoch 67:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 68:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 68:   5%|▍         | 1/22 [00:00<00:00, 137.58it/s, v_num=0]
Epoch 68:   5%|▍         | 1/22 [00:00<00:00, 123.81it/s, v_num=0]
Epoch 68:   9%|β–‰         | 2/22 [00:00<00:00, 155.97it/s, v_num=0]
Epoch 68:   9%|β–‰         | 2/22 [00:00<00:00, 146.77it/s, v_num=0]
Epoch 68:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 163.20it/s, v_num=0]
Epoch 68:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 153.80it/s, v_num=0]
Epoch 68:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 160.10it/s, v_num=0]
Epoch 68:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 154.88it/s, v_num=0]
Epoch 68:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 137.53it/s, v_num=0]
Epoch 68:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 132.85it/s, v_num=0]
Epoch 68:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 144.63it/s, v_num=0]
Epoch 68:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 140.85it/s, v_num=0]
Epoch 68:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 150.69it/s, v_num=0]
Epoch 68:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 146.63it/s, v_num=0]
Epoch 68:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 153.29it/s, v_num=0]
Epoch 68:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 149.91it/s, v_num=0]
Epoch 68:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 158.18it/s, v_num=0]
Epoch 68:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.97it/s, v_num=0]
Epoch 68:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 160.82it/s, v_num=0]
Epoch 68:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 157.89it/s, v_num=0]
Epoch 68:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 163.50it/s, v_num=0]
Epoch 68:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 160.60it/s, v_num=0]
Epoch 68:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 165.75it/s, v_num=0]
Epoch 68:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 162.97it/s, v_num=0]
Epoch 68:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 168.41it/s, v_num=0]
Epoch 68:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 165.93it/s, v_num=0]
Epoch 68:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 169.73it/s, v_num=0]
Epoch 68:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 167.32it/s, v_num=0]
Epoch 68:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 172.27it/s, v_num=0]
Epoch 68:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 169.96it/s, v_num=0]
Epoch 68:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 173.88it/s, v_num=0]
Epoch 68:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 171.73it/s, v_num=0]
Epoch 68:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 175.12it/s, v_num=0]
Epoch 68:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 173.02it/s, v_num=0]
Epoch 68:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 176.00it/s, v_num=0]
Epoch 68:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 173.94it/s, v_num=0]
Epoch 68:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 176.62it/s, v_num=0]
Epoch 68:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 174.76it/s, v_num=0]
Epoch 68:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 177.22it/s, v_num=0]
Epoch 68:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 175.29it/s, v_num=0]
Epoch 68:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 177.81it/s, v_num=0]
Epoch 68:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 176.10it/s, v_num=0]
Epoch 68: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 178.07it/s, v_num=0]
Epoch 68: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 176.44it/s, v_num=0]
Epoch 68: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 174.73it/s, v_num=0]
Epoch 68:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 69:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 69:   5%|▍         | 1/22 [00:00<00:00, 200.91it/s, v_num=0]
Epoch 69:   5%|▍         | 1/22 [00:00<00:00, 163.29it/s, v_num=0]
Epoch 69:   9%|β–‰         | 2/22 [00:00<00:00, 202.99it/s, v_num=0]
Epoch 69:   9%|β–‰         | 2/22 [00:00<00:00, 179.61it/s, v_num=0]
Epoch 69:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 198.78it/s, v_num=0]
Epoch 69:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 183.13it/s, v_num=0]
Epoch 69:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 198.05it/s, v_num=0]
Epoch 69:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 186.47it/s, v_num=0]
Epoch 69:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 199.91it/s, v_num=0]
Epoch 69:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 191.05it/s, v_num=0]
Epoch 69:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 200.19it/s, v_num=0]
Epoch 69:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 191.85it/s, v_num=0]
Epoch 69:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 200.53it/s, v_num=0]
Epoch 69:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 194.08it/s, v_num=0]
Epoch 69:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 200.60it/s, v_num=0]
Epoch 69:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 193.62it/s, v_num=0]
Epoch 69:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 199.12it/s, v_num=0]
Epoch 69:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 194.04it/s, v_num=0]
Epoch 69:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 200.13it/s, v_num=0]
Epoch 69:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 195.26it/s, v_num=0]
Epoch 69:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 200.90it/s, v_num=0]
Epoch 69:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 196.62it/s, v_num=0]
Epoch 69:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 201.79it/s, v_num=0]
Epoch 69:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 197.08it/s, v_num=0]
Epoch 69:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 200.86it/s, v_num=0]
Epoch 69:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 193.99it/s, v_num=0]
Epoch 69:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 195.90it/s, v_num=0]
Epoch 69:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 190.69it/s, v_num=0]
Epoch 69:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 192.69it/s, v_num=0]
Epoch 69:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.10it/s, v_num=0]
Epoch 69:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 190.68it/s, v_num=0]
Epoch 69:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 186.69it/s, v_num=0]
Epoch 69:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 188.16it/s, v_num=0]
Epoch 69:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 186.19it/s, v_num=0]
Epoch 69:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 186.83it/s, v_num=0]
Epoch 69:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 184.67it/s, v_num=0]
Epoch 69:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 186.17it/s, v_num=0]
Epoch 69:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 184.16it/s, v_num=0]
Epoch 69:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 186.97it/s, v_num=0]
Epoch 69:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 184.12it/s, v_num=0]
Epoch 69:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.82it/s, v_num=0]
Epoch 69:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 184.89it/s, v_num=0]
Epoch 69: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.48it/s, v_num=0]
Epoch 69: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 185.66it/s, v_num=0]
Epoch 69: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 183.76it/s, v_num=0]
Epoch 69:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 70:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 70:   5%|▍         | 1/22 [00:00<00:00, 186.47it/s, v_num=0]
Epoch 70:   5%|▍         | 1/22 [00:00<00:00, 152.79it/s, v_num=0]
Epoch 70:   9%|β–‰         | 2/22 [00:00<00:00, 189.40it/s, v_num=0]
Epoch 70:   9%|β–‰         | 2/22 [00:00<00:00, 171.23it/s, v_num=0]
Epoch 70:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 187.57it/s, v_num=0]
Epoch 70:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 174.96it/s, v_num=0]
Epoch 70:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 188.05it/s, v_num=0]
Epoch 70:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 178.35it/s, v_num=0]
Epoch 70:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 190.25it/s, v_num=0]
Epoch 70:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 181.98it/s, v_num=0]
Epoch 70:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 189.30it/s, v_num=0]
Epoch 70:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 182.50it/s, v_num=0]
Epoch 70:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 188.40it/s, v_num=0]
Epoch 70:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 181.04it/s, v_num=0]
Epoch 70:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 188.07it/s, v_num=0]
Epoch 70:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 183.08it/s, v_num=0]
Epoch 70:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 187.20it/s, v_num=0]
Epoch 70:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 182.75it/s, v_num=0]
Epoch 70:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 189.95it/s, v_num=0]
Epoch 70:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 185.95it/s, v_num=0]
Epoch 70:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 188.17it/s, v_num=0]
Epoch 70:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 184.47it/s, v_num=0]
Epoch 70:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 188.86it/s, v_num=0]
Epoch 70:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 185.52it/s, v_num=0]
Epoch 70:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 190.93it/s, v_num=0]
Epoch 70:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 187.85it/s, v_num=0]
Epoch 70:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 191.61it/s, v_num=0]
Epoch 70:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 188.77it/s, v_num=0]
Epoch 70:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.21it/s, v_num=0]
Epoch 70:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 189.59it/s, v_num=0]
Epoch 70:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 193.66it/s, v_num=0]
Epoch 70:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 191.06it/s, v_num=0]
Epoch 70:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 194.41it/s, v_num=0]
Epoch 70:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 191.23it/s, v_num=0]
Epoch 70:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 194.24it/s, v_num=0]
Epoch 70:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.80it/s, v_num=0]
Epoch 70:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 194.77it/s, v_num=0]
Epoch 70:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 192.00it/s, v_num=0]
Epoch 70:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 195.20it/s, v_num=0]
Epoch 70:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 193.08it/s, v_num=0]
Epoch 70:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 195.68it/s, v_num=0]
Epoch 70:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 193.50it/s, v_num=0]
Epoch 70: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 193.61it/s, v_num=0]
Epoch 70: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.38it/s, v_num=0]
Epoch 70: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 189.63it/s, v_num=0]
Epoch 70:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 71:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 71:   5%|▍         | 1/22 [00:00<00:00, 217.48it/s, v_num=0]
Epoch 71:   5%|▍         | 1/22 [00:00<00:00, 173.66it/s, v_num=0]
Epoch 71:   9%|β–‰         | 2/22 [00:00<00:00, 184.74it/s, v_num=0]
Epoch 71:   9%|β–‰         | 2/22 [00:00<00:00, 171.87it/s, v_num=0]
Epoch 71:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 190.38it/s, v_num=0]
Epoch 71:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 177.79it/s, v_num=0]
Epoch 71:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 194.79it/s, v_num=0]
Epoch 71:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 184.24it/s, v_num=0]
Epoch 71:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 195.43it/s, v_num=0]
Epoch 71:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.75it/s, v_num=0]
Epoch 71:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 196.54it/s, v_num=0]
Epoch 71:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 189.57it/s, v_num=0]
Epoch 71:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 198.27it/s, v_num=0]
Epoch 71:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 192.12it/s, v_num=0]
Epoch 71:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 195.56it/s, v_num=0]
Epoch 71:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 189.68it/s, v_num=0]
Epoch 71:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 196.95it/s, v_num=0]
Epoch 71:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.35it/s, v_num=0]
Epoch 71:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 197.14it/s, v_num=0]
Epoch 71:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.07it/s, v_num=0]
Epoch 71:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 194.22it/s, v_num=0]
Epoch 71:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 190.08it/s, v_num=0]
Epoch 71:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 185.26it/s, v_num=0]
Epoch 71:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 180.83it/s, v_num=0]
Epoch 71:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 178.00it/s, v_num=0]
Epoch 71:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 175.18it/s, v_num=0]
Epoch 71:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 177.13it/s, v_num=0]
Epoch 71:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 173.09it/s, v_num=0]
Epoch 71:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 177.11it/s, v_num=0]
Epoch 71:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 174.14it/s, v_num=0]
Epoch 71:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 176.66it/s, v_num=0]
Epoch 71:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 174.21it/s, v_num=0]
Epoch 71:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 176.55it/s, v_num=0]
Epoch 71:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 173.63it/s, v_num=0]
Epoch 71:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 172.52it/s, v_num=0]
Epoch 71:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 170.09it/s, v_num=0]
Epoch 71:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 172.50it/s, v_num=0]
Epoch 71:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 170.45it/s, v_num=0]
Epoch 71:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 173.27it/s, v_num=0]
Epoch 71:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 170.25it/s, v_num=0]
Epoch 71:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 172.79it/s, v_num=0]
Epoch 71:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 170.52it/s, v_num=0]
Epoch 71: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 173.36it/s, v_num=0]
Epoch 71: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 171.86it/s, v_num=0]
Epoch 71: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 170.09it/s, v_num=0]
Epoch 71:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 72:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 72:   5%|▍         | 1/22 [00:00<00:00, 204.27it/s, v_num=0]
Epoch 72:   5%|▍         | 1/22 [00:00<00:00, 155.58it/s, v_num=0]
Epoch 72:   9%|β–‰         | 2/22 [00:00<00:00, 194.25it/s, v_num=0]
Epoch 72:   9%|β–‰         | 2/22 [00:00<00:00, 173.47it/s, v_num=0]
Epoch 72:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 196.34it/s, v_num=0]
Epoch 72:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 181.23it/s, v_num=0]
Epoch 72:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 198.75it/s, v_num=0]
Epoch 72:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 187.65it/s, v_num=0]
Epoch 72:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 200.02it/s, v_num=0]
Epoch 72:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 191.19it/s, v_num=0]
Epoch 72:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 195.62it/s, v_num=0]
Epoch 72:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 188.28it/s, v_num=0]
Epoch 72:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 196.41it/s, v_num=0]
Epoch 72:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 189.95it/s, v_num=0]
Epoch 72:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 197.06it/s, v_num=0]
Epoch 72:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 191.68it/s, v_num=0]
Epoch 72:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 198.07it/s, v_num=0]
Epoch 72:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 192.69it/s, v_num=0]
Epoch 72:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 196.14it/s, v_num=0]
Epoch 72:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 191.40it/s, v_num=0]
Epoch 72:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 194.80it/s, v_num=0]
Epoch 72:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 190.41it/s, v_num=0]
Epoch 72:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 194.54it/s, v_num=0]
Epoch 72:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 190.15it/s, v_num=0]
Epoch 72:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 194.50it/s, v_num=0]
Epoch 72:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 188.00it/s, v_num=0]
Epoch 72:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 191.11it/s, v_num=0]
Epoch 72:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 188.05it/s, v_num=0]
Epoch 72:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 191.76it/s, v_num=0]
Epoch 72:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 188.84it/s, v_num=0]
Epoch 72:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 192.56it/s, v_num=0]
Epoch 72:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 189.88it/s, v_num=0]
Epoch 72:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 187.48it/s, v_num=0]
Epoch 72:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 184.94it/s, v_num=0]
Epoch 72:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 186.87it/s, v_num=0]
Epoch 72:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 184.33it/s, v_num=0]
Epoch 72:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 187.18it/s, v_num=0]
Epoch 72:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 185.06it/s, v_num=0]
Epoch 72:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 188.17it/s, v_num=0]
Epoch 72:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 185.92it/s, v_num=0]
Epoch 72:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 188.27it/s, v_num=0]
Epoch 72:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.28it/s, v_num=0]
Epoch 72: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.12it/s, v_num=0]
Epoch 72: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 185.95it/s, v_num=0]
Epoch 72: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 183.99it/s, v_num=0]
Epoch 72:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 73:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 73:   5%|▍         | 1/22 [00:00<00:00, 179.76it/s, v_num=0]
Epoch 73:   5%|▍         | 1/22 [00:00<00:00, 145.90it/s, v_num=0]
Epoch 73:   9%|β–‰         | 2/22 [00:00<00:00, 186.31it/s, v_num=0]
Epoch 73:   9%|β–‰         | 2/22 [00:00<00:00, 167.69it/s, v_num=0]
Epoch 73:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 182.69it/s, v_num=0]
Epoch 73:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 167.28it/s, v_num=0]
Epoch 73:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 184.75it/s, v_num=0]
Epoch 73:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 175.30it/s, v_num=0]
Epoch 73:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 182.83it/s, v_num=0]
Epoch 73:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 174.51it/s, v_num=0]
Epoch 73:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 185.95it/s, v_num=0]
Epoch 73:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 178.87it/s, v_num=0]
Epoch 73:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 185.92it/s, v_num=0]
Epoch 73:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 180.45it/s, v_num=0]
Epoch 73:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 187.15it/s, v_num=0]
Epoch 73:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 182.13it/s, v_num=0]
Epoch 73:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 183.98it/s, v_num=0]
Epoch 73:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 178.72it/s, v_num=0]
Epoch 73:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 184.22it/s, v_num=0]
Epoch 73:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 180.07it/s, v_num=0]
Epoch 73:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 186.93it/s, v_num=0]
Epoch 73:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 183.26it/s, v_num=0]
Epoch 73:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 189.30it/s, v_num=0]
Epoch 73:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 184.09it/s, v_num=0]
Epoch 73:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 189.13it/s, v_num=0]
Epoch 73:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 186.04it/s, v_num=0]
Epoch 73:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 190.35it/s, v_num=0]
Epoch 73:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 187.52it/s, v_num=0]
Epoch 73:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 191.36it/s, v_num=0]
Epoch 73:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 188.69it/s, v_num=0]
Epoch 73:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 192.14it/s, v_num=0]
Epoch 73:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 189.54it/s, v_num=0]
Epoch 73:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 192.29it/s, v_num=0]
Epoch 73:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 189.98it/s, v_num=0]
Epoch 73:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 192.75it/s, v_num=0]
Epoch 73:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 190.45it/s, v_num=0]
Epoch 73:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 192.95it/s, v_num=0]
Epoch 73:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 190.95it/s, v_num=0]
Epoch 73:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 193.92it/s, v_num=0]
Epoch 73:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 191.94it/s, v_num=0]
Epoch 73:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 195.04it/s, v_num=0]
Epoch 73:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 193.09it/s, v_num=0]
Epoch 73: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 194.24it/s, v_num=0]
Epoch 73: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.30it/s, v_num=0]
Epoch 73: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 189.73it/s, v_num=0]
Epoch 73:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 74:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 74:   5%|▍         | 1/22 [00:00<00:00, 141.17it/s, v_num=0]
Epoch 74:   5%|▍         | 1/22 [00:00<00:00, 113.56it/s, v_num=0]
Epoch 74:   9%|β–‰         | 2/22 [00:00<00:00, 132.09it/s, v_num=0]
Epoch 74:   9%|β–‰         | 2/22 [00:00<00:00, 121.99it/s, v_num=0]
Epoch 74:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 138.89it/s, v_num=0]
Epoch 74:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 131.75it/s, v_num=0]
Epoch 74:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 149.35it/s, v_num=0]
Epoch 74:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 143.47it/s, v_num=0]
Epoch 74:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 158.15it/s, v_num=0]
Epoch 74:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 152.49it/s, v_num=0]
Epoch 74:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 160.80it/s, v_num=0]
Epoch 74:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 155.68it/s, v_num=0]
Epoch 74:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 162.35it/s, v_num=0]
Epoch 74:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 158.22it/s, v_num=0]
Epoch 74:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 166.62it/s, v_num=0]
Epoch 74:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 162.55it/s, v_num=0]
Epoch 74:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 170.63it/s, v_num=0]
Epoch 74:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 166.94it/s, v_num=0]
Epoch 74:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 171.78it/s, v_num=0]
Epoch 74:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 168.49it/s, v_num=0]
Epoch 74:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 174.53it/s, v_num=0]
Epoch 74:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 171.43it/s, v_num=0]
Epoch 74:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 176.48it/s, v_num=0]
Epoch 74:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 173.48it/s, v_num=0]
Epoch 74:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 178.52it/s, v_num=0]
Epoch 74:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 175.76it/s, v_num=0]
Epoch 74:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 179.41it/s, v_num=0]
Epoch 74:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 176.96it/s, v_num=0]
Epoch 74:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 180.95it/s, v_num=0]
Epoch 74:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 178.63it/s, v_num=0]
Epoch 74:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 182.07it/s, v_num=0]
Epoch 74:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 179.69it/s, v_num=0]
Epoch 74:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 183.54it/s, v_num=0]
Epoch 74:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 181.36it/s, v_num=0]
Epoch 74:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 185.00it/s, v_num=0]
Epoch 74:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 182.88it/s, v_num=0]
Epoch 74:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 186.38it/s, v_num=0]
Epoch 74:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 184.04it/s, v_num=0]
Epoch 74:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 186.88it/s, v_num=0]
Epoch 74:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 184.82it/s, v_num=0]
Epoch 74:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 188.01it/s, v_num=0]
Epoch 74:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.09it/s, v_num=0]
Epoch 74: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.60it/s, v_num=0]
Epoch 74: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 186.45it/s, v_num=0]
Epoch 74: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 182.31it/s, v_num=0]
Epoch 74:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 75:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 75:   5%|▍         | 1/22 [00:00<00:00, 202.89it/s, v_num=0]
Epoch 75:   5%|▍         | 1/22 [00:00<00:00, 164.04it/s, v_num=0]
Epoch 75:   9%|β–‰         | 2/22 [00:00<00:00, 207.96it/s, v_num=0]
Epoch 75:   9%|β–‰         | 2/22 [00:00<00:00, 183.69it/s, v_num=0]
Epoch 75:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 206.45it/s, v_num=0]
Epoch 75:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 192.63it/s, v_num=0]
Epoch 75:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 209.62it/s, v_num=0]
Epoch 75:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 197.69it/s, v_num=0]
Epoch 75:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 205.95it/s, v_num=0]
Epoch 75:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 196.23it/s, v_num=0]
Epoch 75:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 193.11it/s, v_num=0]
Epoch 75:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 181.16it/s, v_num=0]
Epoch 75:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 183.84it/s, v_num=0]
Epoch 75:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 173.61it/s, v_num=0]
Epoch 75:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 174.61it/s, v_num=0]
Epoch 75:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 165.85it/s, v_num=0]
Epoch 75:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 160.03it/s, v_num=0]
Epoch 75:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 153.54it/s, v_num=0]
Epoch 75:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.11it/s, v_num=0]
Epoch 75:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 154.14it/s, v_num=0]
Epoch 75:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 157.42it/s, v_num=0]
Epoch 75:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.08it/s, v_num=0]
Epoch 75:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 156.29it/s, v_num=0]
Epoch 75:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 152.07it/s, v_num=0]
Epoch 75:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 155.94it/s, v_num=0]
Epoch 75:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.74it/s, v_num=0]
Epoch 75:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 154.40it/s, v_num=0]
Epoch 75:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 152.82it/s, v_num=0]
Epoch 75:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 154.92it/s, v_num=0]
Epoch 75:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 153.66it/s, v_num=0]
Epoch 75:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 155.68it/s, v_num=0]
Epoch 75:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.43it/s, v_num=0]
Epoch 75:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 155.81it/s, v_num=0]
Epoch 75:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 152.83it/s, v_num=0]
Epoch 75:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 154.34it/s, v_num=0]
Epoch 75:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 153.23it/s, v_num=0]
Epoch 75:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 154.87it/s, v_num=0]
Epoch 75:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.21it/s, v_num=0]
Epoch 75:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 154.04it/s, v_num=0]
Epoch 75:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 151.85it/s, v_num=0]
Epoch 75:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 153.24it/s, v_num=0]
Epoch 75:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 147.58it/s, v_num=0]
Epoch 75: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.42it/s, v_num=0]
Epoch 75: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 148.52it/s, v_num=0]
Epoch 75: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 146.55it/s, v_num=0]
Epoch 75:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 76:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 76:   5%|▍         | 1/22 [00:00<00:00, 123.80it/s, v_num=0]
Epoch 76:   5%|▍         | 1/22 [00:00<00:00, 95.43it/s, v_num=0] 
Epoch 76:   9%|β–‰         | 2/22 [00:00<00:00, 130.95it/s, v_num=0]
Epoch 76:   9%|β–‰         | 2/22 [00:00<00:00, 121.87it/s, v_num=0]
Epoch 76:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 138.80it/s, v_num=0]
Epoch 76:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 132.85it/s, v_num=0]
Epoch 76:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 144.52it/s, v_num=0]
Epoch 76:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 133.23it/s, v_num=0]
Epoch 76:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 143.19it/s, v_num=0]
Epoch 76:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 139.84it/s, v_num=0]
Epoch 76:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 145.02it/s, v_num=0]
Epoch 76:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 135.75it/s, v_num=0]
Epoch 76:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 139.23it/s, v_num=0]
Epoch 76:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 136.69it/s, v_num=0]
Epoch 76:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 145.38it/s, v_num=0]
Epoch 76:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 142.75it/s, v_num=0]
Epoch 76:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 146.84it/s, v_num=0]
Epoch 76:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 142.00it/s, v_num=0]
Epoch 76:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 144.43it/s, v_num=0]
Epoch 76:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 141.68it/s, v_num=0]
Epoch 76:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 144.00it/s, v_num=0]
Epoch 76:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 139.51it/s, v_num=0]
Epoch 76:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 140.28it/s, v_num=0]
Epoch 76:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 136.56it/s, v_num=0]
Epoch 76:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 136.19it/s, v_num=0]
Epoch 76:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 134.15it/s, v_num=0]
Epoch 76:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 133.36it/s, v_num=0]
Epoch 76:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 130.42it/s, v_num=0]
Epoch 76:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 130.09it/s, v_num=0]
Epoch 76:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 128.60it/s, v_num=0]
Epoch 76:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 122.23it/s, v_num=0]
Epoch 76:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 120.87it/s, v_num=0]
Epoch 76:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 124.95it/s, v_num=0]
Epoch 76:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 124.10it/s, v_num=0]
Epoch 76:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 127.96it/s, v_num=0]
Epoch 76:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 126.92it/s, v_num=0]
Epoch 76:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 128.73it/s, v_num=0]
Epoch 76:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 127.87it/s, v_num=0]
Epoch 76:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 130.29it/s, v_num=0]
Epoch 76:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 129.52it/s, v_num=0]
Epoch 76:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 131.49it/s, v_num=0]
Epoch 76:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 130.66it/s, v_num=0]
Epoch 76: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 132.76it/s, v_num=0]
Epoch 76: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 132.10it/s, v_num=0]
Epoch 76: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 129.99it/s, v_num=0]
Epoch 76:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 77:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 77:   5%|▍         | 1/22 [00:00<00:00, 129.76it/s, v_num=0]
Epoch 77:   5%|▍         | 1/22 [00:00<00:00, 117.52it/s, v_num=0]
Epoch 77:   9%|β–‰         | 2/22 [00:00<00:00, 152.30it/s, v_num=0]
Epoch 77:   9%|β–‰         | 2/22 [00:00<00:00, 141.87it/s, v_num=0]
Epoch 77:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 77:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 152.74it/s, v_num=0]
Epoch 77:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 160.12it/s, v_num=0]
Epoch 77:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 147.04it/s, v_num=0]
Epoch 77:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 149.61it/s, v_num=0]
Epoch 77:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 144.70it/s, v_num=0]
Epoch 77:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 152.61it/s, v_num=0]
Epoch 77:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 149.62it/s, v_num=0]
Epoch 77:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 146.87it/s, v_num=0]
Epoch 77:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 139.93it/s, v_num=0]
Epoch 77:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 147.02it/s, v_num=0]
Epoch 77:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 141.85it/s, v_num=0]
Epoch 77:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 147.07it/s, v_num=0]
Epoch 77:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 145.31it/s, v_num=0]
Epoch 77:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 147.65it/s, v_num=0]
Epoch 77:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 145.63it/s, v_num=0]
Epoch 77:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 149.47it/s, v_num=0]
Epoch 77:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 145.31it/s, v_num=0]
Epoch 77:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 149.18it/s, v_num=0]
Epoch 77:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 147.81it/s, v_num=0]
Epoch 77:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 150.42it/s, v_num=0]
Epoch 77:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 146.60it/s, v_num=0]
Epoch 77:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 150.34it/s, v_num=0]
Epoch 77:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 149.08it/s, v_num=0]
Epoch 77:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 150.88it/s, v_num=0]
Epoch 77:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 147.84it/s, v_num=0]
Epoch 77:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 150.05it/s, v_num=0]
Epoch 77:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 148.33it/s, v_num=0]
Epoch 77:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 148.78it/s, v_num=0]
Epoch 77:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 147.61it/s, v_num=0]
Epoch 77:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 149.39it/s, v_num=0]
Epoch 77:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 148.31it/s, v_num=0]
Epoch 77:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 149.81it/s, v_num=0]
Epoch 77:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 147.37it/s, v_num=0]
Epoch 77:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.27it/s, v_num=0]
Epoch 77:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 148.12it/s, v_num=0]
Epoch 77:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 149.20it/s, v_num=0]
Epoch 77:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 148.09it/s, v_num=0]
Epoch 77: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.62it/s, v_num=0]
Epoch 77: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.45it/s, v_num=0]
Epoch 77: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 146.46it/s, v_num=0]
Epoch 77:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 78:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 78:   5%|▍         | 1/22 [00:00<00:00, 154.33it/s, v_num=0]
Epoch 78:   5%|▍         | 1/22 [00:00<00:00, 115.64it/s, v_num=0]
Epoch 78:   9%|β–‰         | 2/22 [00:00<00:00, 151.95it/s, v_num=0]
Epoch 78:   9%|β–‰         | 2/22 [00:00<00:00, 141.56it/s, v_num=0]
Epoch 78:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 150.37it/s, v_num=0]
Epoch 78:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 144.41it/s, v_num=0]
Epoch 78:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 153.72it/s, v_num=0]
Epoch 78:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 147.40it/s, v_num=0]
Epoch 78:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 159.10it/s, v_num=0]
Epoch 78:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 154.09it/s, v_num=0]
Epoch 78:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 161.95it/s, v_num=0]
Epoch 78:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 158.54it/s, v_num=0]
Epoch 78:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 163.34it/s, v_num=0]
Epoch 78:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 160.34it/s, v_num=0]
Epoch 78:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 163.57it/s, v_num=0]
Epoch 78:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 156.78it/s, v_num=0]
Epoch 78:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 161.40it/s, v_num=0]
Epoch 78:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 155.48it/s, v_num=0]
Epoch 78:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 160.01it/s, v_num=0]
Epoch 78:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 154.65it/s, v_num=0]
Epoch 78:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 158.66it/s, v_num=0]
Epoch 78:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 156.59it/s, v_num=0]
Epoch 78:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 159.46it/s, v_num=0]
Epoch 78:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 157.76it/s, v_num=0]
Epoch 78:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 160.10it/s, v_num=0]
Epoch 78:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 158.46it/s, v_num=0]
Epoch 78:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 162.81it/s, v_num=0]
Epoch 78:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 160.97it/s, v_num=0]
Epoch 78:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 162.98it/s, v_num=0]
Epoch 78:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 161.55it/s, v_num=0]
Epoch 78:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 162.52it/s, v_num=0]
Epoch 78:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 160.85it/s, v_num=0]
Epoch 78:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 161.74it/s, v_num=0]
Epoch 78:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 159.68it/s, v_num=0]
Epoch 78:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 162.89it/s, v_num=0]
Epoch 78:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 161.08it/s, v_num=0]
Epoch 78:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 161.40it/s, v_num=0]
Epoch 78:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 159.76it/s, v_num=0]
Epoch 78:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 160.85it/s, v_num=0]
Epoch 78:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 159.59it/s, v_num=0]
Epoch 78:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 161.72it/s, v_num=0]
Epoch 78:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 160.69it/s, v_num=0]
Epoch 78: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 161.31it/s, v_num=0]
Epoch 78: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.29it/s, v_num=0]
Epoch 78: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.59it/s, v_num=0]
Epoch 78:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 79:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 79:   5%|▍         | 1/22 [00:00<00:00, 143.51it/s, v_num=0]
Epoch 79:   5%|▍         | 1/22 [00:00<00:00, 112.99it/s, v_num=0]
Epoch 79:   9%|β–‰         | 2/22 [00:00<00:00, 149.51it/s, v_num=0]
Epoch 79:   9%|β–‰         | 2/22 [00:00<00:00, 134.26it/s, v_num=0]
Epoch 79:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 79:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 147.70it/s, v_num=0]
Epoch 79:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 163.95it/s, v_num=0]
Epoch 79:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 156.17it/s, v_num=0]
Epoch 79:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 169.55it/s, v_num=0]
Epoch 79:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 160.20it/s, v_num=0]
Epoch 79:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 171.26it/s, v_num=0]
Epoch 79:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 165.44it/s, v_num=0]
Epoch 79:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 174.76it/s, v_num=0]
Epoch 79:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 168.71it/s, v_num=0]
Epoch 79:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 176.77it/s, v_num=0]
Epoch 79:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 171.67it/s, v_num=0]
Epoch 79:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 177.36it/s, v_num=0]
Epoch 79:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 169.57it/s, v_num=0]
Epoch 79:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 175.05it/s, v_num=0]
Epoch 79:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 171.36it/s, v_num=0]
Epoch 79:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 176.73it/s, v_num=0]
Epoch 79:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 171.08it/s, v_num=0]
Epoch 79:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 176.02it/s, v_num=0]
Epoch 79:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 173.09it/s, v_num=0]
Epoch 79:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 175.17it/s, v_num=0]
Epoch 79:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 172.44it/s, v_num=0]
Epoch 79:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 177.16it/s, v_num=0]
Epoch 79:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 174.72it/s, v_num=0]
Epoch 79:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 178.61it/s, v_num=0]
Epoch 79:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 176.33it/s, v_num=0]
Epoch 79:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 180.70it/s, v_num=0]
Epoch 79:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 178.34it/s, v_num=0]
Epoch 79:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 174.09it/s, v_num=0]
Epoch 79:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 171.28it/s, v_num=0]
Epoch 79:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 173.20it/s, v_num=0]
Epoch 79:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 171.84it/s, v_num=0]
Epoch 79:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 174.05it/s, v_num=0]
Epoch 79:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 172.44it/s, v_num=0]
Epoch 79:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 174.48it/s, v_num=0]
Epoch 79:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 172.93it/s, v_num=0]
Epoch 79:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 175.57it/s, v_num=0]
Epoch 79:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 174.41it/s, v_num=0]
Epoch 79: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 176.33it/s, v_num=0]
Epoch 79: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 175.14it/s, v_num=0]
Epoch 79: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 173.65it/s, v_num=0]
Epoch 79:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 80:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 80:   5%|▍         | 1/22 [00:00<00:00, 200.61it/s, v_num=0]
Epoch 80:   5%|▍         | 1/22 [00:00<00:00, 163.58it/s, v_num=0]
Epoch 80:   9%|β–‰         | 2/22 [00:00<00:00, 195.63it/s, v_num=0]
Epoch 80:   9%|β–‰         | 2/22 [00:00<00:00, 176.81it/s, v_num=0]
Epoch 80:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 193.72it/s, v_num=0]
Epoch 80:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 181.20it/s, v_num=0]
Epoch 80:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 167.26it/s, v_num=0]
Epoch 80:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 160.35it/s, v_num=0]
Epoch 80:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 165.82it/s, v_num=0]
Epoch 80:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 158.44it/s, v_num=0]
Epoch 80:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 169.03it/s, v_num=0]
Epoch 80:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 163.08it/s, v_num=0]
Epoch 80:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 172.66it/s, v_num=0]
Epoch 80:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 166.65it/s, v_num=0]
Epoch 80:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 174.70it/s, v_num=0]
Epoch 80:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 170.16it/s, v_num=0]
Epoch 80:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 175.97it/s, v_num=0]
Epoch 80:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 171.62it/s, v_num=0]
Epoch 80:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 177.60it/s, v_num=0]
Epoch 80:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 173.89it/s, v_num=0]
Epoch 80:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 175.44it/s, v_num=0]
Epoch 80:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 173.10it/s, v_num=0]
Epoch 80:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 172.76it/s, v_num=0]
Epoch 80:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 167.04it/s, v_num=0]
Epoch 80:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 169.26it/s, v_num=0]
Epoch 80:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 167.41it/s, v_num=0]
Epoch 80:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 170.42it/s, v_num=0]
Epoch 80:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 167.45it/s, v_num=0]
Epoch 80:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 171.05it/s, v_num=0]
Epoch 80:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 168.54it/s, v_num=0]
Epoch 80:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 172.02it/s, v_num=0]
Epoch 80:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 169.74it/s, v_num=0]
Epoch 80:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 173.52it/s, v_num=0]
Epoch 80:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 171.29it/s, v_num=0]
Epoch 80:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 174.74it/s, v_num=0]
Epoch 80:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 172.80it/s, v_num=0]
Epoch 80:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 176.05it/s, v_num=0]
Epoch 80:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 174.12it/s, v_num=0]
Epoch 80:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 177.12it/s, v_num=0]
Epoch 80:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 175.38it/s, v_num=0]
Epoch 80:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 178.68it/s, v_num=0]
Epoch 80:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 177.05it/s, v_num=0]
Epoch 80: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 176.44it/s, v_num=0]
Epoch 80: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 174.75it/s, v_num=0]
Epoch 80: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 173.21it/s, v_num=0]
Epoch 80:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 81:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 81:   5%|▍         | 1/22 [00:00<00:00, 162.12it/s, v_num=0]
Epoch 81:   5%|▍         | 1/22 [00:00<00:00, 133.81it/s, v_num=0]
Epoch 81:   9%|β–‰         | 2/22 [00:00<00:00, 161.83it/s, v_num=0]
Epoch 81:   9%|β–‰         | 2/22 [00:00<00:00, 146.82it/s, v_num=0]
Epoch 81:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 165.08it/s, v_num=0]
Epoch 81:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 155.27it/s, v_num=0]
Epoch 81:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 160.52it/s, v_num=0]
Epoch 81:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 153.43it/s, v_num=0]
Epoch 81:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 166.66it/s, v_num=0]
Epoch 81:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 160.50it/s, v_num=0]
Epoch 81:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 169.28it/s, v_num=0]
Epoch 81:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 163.77it/s, v_num=0]
Epoch 81:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 171.98it/s, v_num=0]
Epoch 81:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 166.59it/s, v_num=0]
Epoch 81:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 174.98it/s, v_num=0]
Epoch 81:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 170.67it/s, v_num=0]
Epoch 81:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 172.99it/s, v_num=0]
Epoch 81:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 168.98it/s, v_num=0]
Epoch 81:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 170.94it/s, v_num=0]
Epoch 81:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 167.56it/s, v_num=0]
Epoch 81:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 173.17it/s, v_num=0]
Epoch 81:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 169.76it/s, v_num=0]
Epoch 81:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 175.59it/s, v_num=0]
Epoch 81:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 167.90it/s, v_num=0]
Epoch 81:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 172.68it/s, v_num=0]
Epoch 81:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 167.22it/s, v_num=0]
Epoch 81:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 168.24it/s, v_num=0]
Epoch 81:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 166.14it/s, v_num=0]
Epoch 81:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 165.57it/s, v_num=0]
Epoch 81:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 163.81it/s, v_num=0]
Epoch 81:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 162.76it/s, v_num=0]
Epoch 81:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 159.65it/s, v_num=0]
Epoch 81:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 160.99it/s, v_num=0]
Epoch 81:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 157.59it/s, v_num=0]
Epoch 81:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 158.61it/s, v_num=0]
Epoch 81:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 157.38it/s, v_num=0]
Epoch 81:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 156.67it/s, v_num=0]
Epoch 81:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 154.35it/s, v_num=0]
Epoch 81:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 157.67it/s, v_num=0]
Epoch 81:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 156.09it/s, v_num=0]
Epoch 81:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 159.16it/s, v_num=0]
Epoch 81:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.49it/s, v_num=0]
Epoch 81: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.34it/s, v_num=0]
Epoch 81: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.84it/s, v_num=0]
Epoch 81: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.51it/s, v_num=0]
Epoch 81:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 82:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 82:   5%|▍         | 1/22 [00:00<00:00, 150.03it/s, v_num=0]
Epoch 82:   5%|▍         | 1/22 [00:00<00:00, 118.05it/s, v_num=0]
Epoch 82:   9%|β–‰         | 2/22 [00:00<00:00, 163.02it/s, v_num=0]
Epoch 82:   9%|β–‰         | 2/22 [00:00<00:00, 149.04it/s, v_num=0]
Epoch 82:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 173.37it/s, v_num=0]
Epoch 82:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 162.85it/s, v_num=0]
Epoch 82:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 177.64it/s, v_num=0]
Epoch 82:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 169.16it/s, v_num=0]
Epoch 82:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 182.75it/s, v_num=0]
Epoch 82:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 175.35it/s, v_num=0]
Epoch 82:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 185.33it/s, v_num=0]
Epoch 82:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 179.03it/s, v_num=0]
Epoch 82:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 182.61it/s, v_num=0]
Epoch 82:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 176.43it/s, v_num=0]
Epoch 82:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 185.83it/s, v_num=0]
Epoch 82:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 181.13it/s, v_num=0]
Epoch 82:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 187.64it/s, v_num=0]
Epoch 82:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 183.22it/s, v_num=0]
Epoch 82:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 182.63it/s, v_num=0]
Epoch 82:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 173.28it/s, v_num=0]
Epoch 82:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 175.86it/s, v_num=0]
Epoch 82:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 173.61it/s, v_num=0]
Epoch 82:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 177.43it/s, v_num=0]
Epoch 82:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 175.30it/s, v_num=0]
Epoch 82:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 176.97it/s, v_num=0]
Epoch 82:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 175.07it/s, v_num=0]
Epoch 82:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 177.26it/s, v_num=0]
Epoch 82:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 175.17it/s, v_num=0]
Epoch 82:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 176.48it/s, v_num=0]
Epoch 82:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 174.40it/s, v_num=0]
Epoch 82:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 175.18it/s, v_num=0]
Epoch 82:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 171.30it/s, v_num=0]
Epoch 82:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 172.20it/s, v_num=0]
Epoch 82:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 170.84it/s, v_num=0]
Epoch 82:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 171.85it/s, v_num=0]
Epoch 82:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 169.01it/s, v_num=0]
Epoch 82:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 170.62it/s, v_num=0]
Epoch 82:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 169.18it/s, v_num=0]
Epoch 82:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 170.81it/s, v_num=0]
Epoch 82:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 169.25it/s, v_num=0]
Epoch 82:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 170.83it/s, v_num=0]
Epoch 82:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 168.31it/s, v_num=0]
Epoch 82: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 169.29it/s, v_num=0]
Epoch 82: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 167.88it/s, v_num=0]
Epoch 82: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 164.41it/s, v_num=0]
Epoch 82:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 83:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 83:   5%|▍         | 1/22 [00:00<00:00, 166.53it/s, v_num=0]
Epoch 83:   5%|▍         | 1/22 [00:00<00:00, 145.75it/s, v_num=0]
Epoch 83:   9%|β–‰         | 2/22 [00:00<00:00, 161.96it/s, v_num=0]
Epoch 83:   9%|β–‰         | 2/22 [00:00<00:00, 139.71it/s, v_num=0]
Epoch 83:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 154.62it/s, v_num=0]
Epoch 83:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 148.44it/s, v_num=0]
Epoch 83:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 142.75it/s, v_num=0]
Epoch 83:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 137.71it/s, v_num=0]
Epoch 83:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 148.16it/s, v_num=0]
Epoch 83:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 143.59it/s, v_num=0]
Epoch 83:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 151.05it/s, v_num=0]
Epoch 83:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 147.42it/s, v_num=0]
Epoch 83:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 155.09it/s, v_num=0]
Epoch 83:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 149.67it/s, v_num=0]
Epoch 83:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 154.73it/s, v_num=0]
Epoch 83:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 151.95it/s, v_num=0]
Epoch 83:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 156.89it/s, v_num=0]
Epoch 83:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 153.81it/s, v_num=0]
Epoch 83:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.11it/s, v_num=0]
Epoch 83:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.18it/s, v_num=0]
Epoch 83:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 159.39it/s, v_num=0]
Epoch 83:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 157.44it/s, v_num=0]
Epoch 83:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 160.56it/s, v_num=0]
Epoch 83:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.46it/s, v_num=0]
Epoch 83:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 162.76it/s, v_num=0]
Epoch 83:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 160.87it/s, v_num=0]
Epoch 83:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 164.70it/s, v_num=0]
Epoch 83:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 162.91it/s, v_num=0]
Epoch 83:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 166.10it/s, v_num=0]
Epoch 83:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 164.45it/s, v_num=0]
Epoch 83:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 167.78it/s, v_num=0]
Epoch 83:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 166.34it/s, v_num=0]
Epoch 83:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 169.69it/s, v_num=0]
Epoch 83:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 168.30it/s, v_num=0]
Epoch 83:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 166.12it/s, v_num=0]
Epoch 83:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 83:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 165.55it/s, v_num=0]
Epoch 83:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 164.32it/s, v_num=0]
Epoch 83:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 165.83it/s, v_num=0]
Epoch 83:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 83:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 165.52it/s, v_num=0]
Epoch 83:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 164.33it/s, v_num=0]
Epoch 83: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 165.77it/s, v_num=0]
Epoch 83: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 164.41it/s, v_num=0]
Epoch 83: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 161.10it/s, v_num=0]
Epoch 83:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 84:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 84:   5%|▍         | 1/22 [00:00<00:00, 159.81it/s, v_num=0]
Epoch 84:   5%|▍         | 1/22 [00:00<00:00, 122.60it/s, v_num=0]
Epoch 84:   9%|β–‰         | 2/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 84:   9%|β–‰         | 2/22 [00:00<00:00, 144.20it/s, v_num=0]
Epoch 84:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 156.41it/s, v_num=0]
Epoch 84:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 146.42it/s, v_num=0]
Epoch 84:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 163.48it/s, v_num=0]
Epoch 84:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 155.41it/s, v_num=0]
Epoch 84:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 166.91it/s, v_num=0]
Epoch 84:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 159.80it/s, v_num=0]
Epoch 84:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 170.43it/s, v_num=0]
Epoch 84:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 164.27it/s, v_num=0]
Epoch 84:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 173.82it/s, v_num=0]
Epoch 84:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 169.01it/s, v_num=0]
Epoch 84:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 175.27it/s, v_num=0]
Epoch 84:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 171.05it/s, v_num=0]
Epoch 84:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 178.13it/s, v_num=0]
Epoch 84:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 174.04it/s, v_num=0]
Epoch 84:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 179.41it/s, v_num=0]
Epoch 84:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 175.76it/s, v_num=0]
Epoch 84:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 180.95it/s, v_num=0]
Epoch 84:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 177.58it/s, v_num=0]
Epoch 84:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 182.63it/s, v_num=0]
Epoch 84:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 179.63it/s, v_num=0]
Epoch 84:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 184.60it/s, v_num=0]
Epoch 84:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 181.52it/s, v_num=0]
Epoch 84:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 185.70it/s, v_num=0]
Epoch 84:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 182.12it/s, v_num=0]
Epoch 84:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 186.00it/s, v_num=0]
Epoch 84:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 183.51it/s, v_num=0]
Epoch 84:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 187.37it/s, v_num=0]
Epoch 84:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 184.81it/s, v_num=0]
Epoch 84:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 188.68it/s, v_num=0]
Epoch 84:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 186.34it/s, v_num=0]
Epoch 84:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 188.28it/s, v_num=0]
Epoch 84:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 185.74it/s, v_num=0]
Epoch 84:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 188.73it/s, v_num=0]
Epoch 84:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 186.51it/s, v_num=0]
Epoch 84:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 189.10it/s, v_num=0]
Epoch 84:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 187.17it/s, v_num=0]
Epoch 84:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 189.95it/s, v_num=0]
Epoch 84:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 188.05it/s, v_num=0]
Epoch 84: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.03it/s, v_num=0]
Epoch 84: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 189.22it/s, v_num=0]
Epoch 84: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.38it/s, v_num=0]
Epoch 84:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 85:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 85:   5%|▍         | 1/22 [00:00<00:00, 214.09it/s, v_num=0]
Epoch 85:   5%|▍         | 1/22 [00:00<00:00, 174.80it/s, v_num=0]
Epoch 85:   9%|β–‰         | 2/22 [00:00<00:00, 215.97it/s, v_num=0]
Epoch 85:   9%|β–‰         | 2/22 [00:00<00:00, 191.15it/s, v_num=0]
Epoch 85:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 208.27it/s, v_num=0]
Epoch 85:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 194.01it/s, v_num=0]
Epoch 85:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 205.93it/s, v_num=0]
Epoch 85:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 194.01it/s, v_num=0]
Epoch 85:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 204.20it/s, v_num=0]
Epoch 85:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 195.65it/s, v_num=0]
Epoch 85:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 205.72it/s, v_num=0]
Epoch 85:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 197.86it/s, v_num=0]
Epoch 85:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 203.26it/s, v_num=0]
Epoch 85:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 196.58it/s, v_num=0]
Epoch 85:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 203.58it/s, v_num=0]
Epoch 85:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 198.16it/s, v_num=0]
Epoch 85:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 204.06it/s, v_num=0]
Epoch 85:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 197.82it/s, v_num=0]
Epoch 85:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 201.30it/s, v_num=0]
Epoch 85:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 196.68it/s, v_num=0]
Epoch 85:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 200.37it/s, v_num=0]
Epoch 85:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 196.33it/s, v_num=0]
Epoch 85:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 200.00it/s, v_num=0]
Epoch 85:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 196.09it/s, v_num=0]
Epoch 85:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 199.80it/s, v_num=0]
Epoch 85:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 195.44it/s, v_num=0]
Epoch 85:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 199.94it/s, v_num=0]
Epoch 85:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 196.57it/s, v_num=0]
Epoch 85:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 199.65it/s, v_num=0]
Epoch 85:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 196.76it/s, v_num=0]
Epoch 85:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 200.54it/s, v_num=0]
Epoch 85:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 197.68it/s, v_num=0]
Epoch 85:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 195.38it/s, v_num=0]
Epoch 85:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 191.12it/s, v_num=0]
Epoch 85:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.75it/s, v_num=0]
Epoch 85:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 188.30it/s, v_num=0]
Epoch 85:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 188.72it/s, v_num=0]
Epoch 85:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 187.27it/s, v_num=0]
Epoch 85:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 188.06it/s, v_num=0]
Epoch 85:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 186.69it/s, v_num=0]
Epoch 85:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 187.83it/s, v_num=0]
Epoch 85:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.38it/s, v_num=0]
Epoch 85: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 186.91it/s, v_num=0]
Epoch 85: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 185.57it/s, v_num=0]
Epoch 85: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 181.96it/s, v_num=0]
Epoch 85:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 86:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 86:   5%|▍         | 1/22 [00:00<00:00, 170.35it/s, v_num=0]
Epoch 86:   5%|▍         | 1/22 [00:00<00:00, 149.97it/s, v_num=0]
Epoch 86:   9%|β–‰         | 2/22 [00:00<00:00, 185.47it/s, v_num=0]
Epoch 86:   9%|β–‰         | 2/22 [00:00<00:00, 158.02it/s, v_num=0]
Epoch 86:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 161.93it/s, v_num=0]
Epoch 86:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 147.33it/s, v_num=0]
Epoch 86:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 162.29it/s, v_num=0]
Epoch 86:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 150.84it/s, v_num=0]
Epoch 86:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 134.52it/s, v_num=0]
Epoch 86:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 125.99it/s, v_num=0]
Epoch 86:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 132.71it/s, v_num=0]
Epoch 86:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 114.36it/s, v_num=0]
Epoch 86:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 119.89it/s, v_num=0]
Epoch 86:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 116.23it/s, v_num=0]
Epoch 86:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 121.72it/s, v_num=0]
Epoch 86:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 119.84it/s, v_num=0]
Epoch 86:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 121.64it/s, v_num=0]
Epoch 86:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 118.25it/s, v_num=0]
Epoch 86:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 123.44it/s, v_num=0]
Epoch 86:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 119.94it/s, v_num=0]
Epoch 86:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 124.27it/s, v_num=0]
Epoch 86:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 122.91it/s, v_num=0]
Epoch 86:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 126.90it/s, v_num=0]
Epoch 86:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 124.77it/s, v_num=0]
Epoch 86:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 127.93it/s, v_num=0]
Epoch 86:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 126.29it/s, v_num=0]
Epoch 86:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 129.55it/s, v_num=0]
Epoch 86:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 128.43it/s, v_num=0]
Epoch 86:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 131.45it/s, v_num=0]
Epoch 86:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 129.94it/s, v_num=0]
Epoch 86:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 132.23it/s, v_num=0]
Epoch 86:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 131.09it/s, v_num=0]
Epoch 86:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 133.24it/s, v_num=0]
Epoch 86:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 130.80it/s, v_num=0]
Epoch 86:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 133.72it/s, v_num=0]
Epoch 86:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 131.24it/s, v_num=0]
Epoch 86:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 133.20it/s, v_num=0]
Epoch 86:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 132.40it/s, v_num=0]
Epoch 86:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 134.17it/s, v_num=0]
Epoch 86:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 133.43it/s, v_num=0]
Epoch 86:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 135.41it/s, v_num=0]
Epoch 86:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 134.64it/s, v_num=0]
Epoch 86: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 136.12it/s, v_num=0]
Epoch 86: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 132.75it/s, v_num=0]
Epoch 86: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 131.90it/s, v_num=0]
Epoch 86:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 87:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 87:   5%|▍         | 1/22 [00:00<00:00, 157.79it/s, v_num=0]
Epoch 87:   5%|▍         | 1/22 [00:00<00:00, 136.78it/s, v_num=0]
Epoch 87:   9%|β–‰         | 2/22 [00:00<00:00, 162.90it/s, v_num=0]
Epoch 87:   9%|β–‰         | 2/22 [00:00<00:00, 151.07it/s, v_num=0]
Epoch 87:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 174.07it/s, v_num=0]
Epoch 87:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 166.15it/s, v_num=0]
Epoch 87:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 180.50it/s, v_num=0]
Epoch 87:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 174.54it/s, v_num=0]
Epoch 87:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 182.50it/s, v_num=0]
Epoch 87:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 176.23it/s, v_num=0]
Epoch 87:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 185.80it/s, v_num=0]
Epoch 87:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 180.99it/s, v_num=0]
Epoch 87:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 185.77it/s, v_num=0]
Epoch 87:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 181.80it/s, v_num=0]
Epoch 87:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 187.67it/s, v_num=0]
Epoch 87:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.20it/s, v_num=0]
Epoch 87:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 184.53it/s, v_num=0]
Epoch 87:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 178.12it/s, v_num=0]
Epoch 87:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 182.32it/s, v_num=0]
Epoch 87:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 175.44it/s, v_num=0]
Epoch 87:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 177.33it/s, v_num=0]
Epoch 87:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 175.21it/s, v_num=0]
Epoch 87:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 177.15it/s, v_num=0]
Epoch 87:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 174.86it/s, v_num=0]
Epoch 87:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 176.01it/s, v_num=0]
Epoch 87:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 171.20it/s, v_num=0]
Epoch 87:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 173.18it/s, v_num=0]
Epoch 87:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 169.26it/s, v_num=0]
Epoch 87:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 171.18it/s, v_num=0]
Epoch 87:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 169.34it/s, v_num=0]
Epoch 87:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 171.37it/s, v_num=0]
Epoch 87:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 167.22it/s, v_num=0]
Epoch 87:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 170.07it/s, v_num=0]
Epoch 87:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 167.02it/s, v_num=0]
Epoch 87:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 166.78it/s, v_num=0]
Epoch 87:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 163.93it/s, v_num=0]
Epoch 87:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 165.72it/s, v_num=0]
Epoch 87:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 164.64it/s, v_num=0]
Epoch 87:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 164.53it/s, v_num=0]
Epoch 87:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 163.44it/s, v_num=0]
Epoch 87:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 165.32it/s, v_num=0]
Epoch 87:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 163.67it/s, v_num=0]
Epoch 87: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 165.59it/s, v_num=0]
Epoch 87: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 164.64it/s, v_num=0]
Epoch 87: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 162.50it/s, v_num=0]
Epoch 87:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 88:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 88:   5%|▍         | 1/22 [00:00<00:00, 165.31it/s, v_num=0]
Epoch 88:   5%|▍         | 1/22 [00:00<00:00, 146.72it/s, v_num=0]
Epoch 88:   9%|β–‰         | 2/22 [00:00<00:00, 161.46it/s, v_num=0]
Epoch 88:   9%|β–‰         | 2/22 [00:00<00:00, 152.05it/s, v_num=0]
Epoch 88:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 165.98it/s, v_num=0]
Epoch 88:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 153.10it/s, v_num=0]
Epoch 88:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 173.93it/s, v_num=0]
Epoch 88:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 167.80it/s, v_num=0]
Epoch 88:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 171.88it/s, v_num=0]
Epoch 88:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 167.08it/s, v_num=0]
Epoch 88:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 173.33it/s, v_num=0]
Epoch 88:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 164.91it/s, v_num=0]
Epoch 88:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 170.47it/s, v_num=0]
Epoch 88:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 160.69it/s, v_num=0]
Epoch 88:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 165.60it/s, v_num=0]
Epoch 88:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 162.89it/s, v_num=0]
Epoch 88:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 167.91it/s, v_num=0]
Epoch 88:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 165.60it/s, v_num=0]
Epoch 88:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 169.22it/s, v_num=0]
Epoch 88:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 166.84it/s, v_num=0]
Epoch 88:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 170.08it/s, v_num=0]
Epoch 88:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 88:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 170.73it/s, v_num=0]
Epoch 88:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 168.92it/s, v_num=0]
Epoch 88:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 170.77it/s, v_num=0]
Epoch 88:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 166.13it/s, v_num=0]
Epoch 88:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 170.17it/s, v_num=0]
Epoch 88:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 166.51it/s, v_num=0]
Epoch 88:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 165.26it/s, v_num=0]
Epoch 88:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 163.80it/s, v_num=0]
Epoch 88:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 165.71it/s, v_num=0]
Epoch 88:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 164.31it/s, v_num=0]
Epoch 88:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 165.05it/s, v_num=0]
Epoch 88:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 161.40it/s, v_num=0]
Epoch 88:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 163.45it/s, v_num=0]
Epoch 88:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 160.07it/s, v_num=0]
Epoch 88:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 161.73it/s, v_num=0]
Epoch 88:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 160.52it/s, v_num=0]
Epoch 88:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 162.05it/s, v_num=0]
Epoch 88:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 161.03it/s, v_num=0]
Epoch 88:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 162.61it/s, v_num=0]
Epoch 88:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 161.49it/s, v_num=0]
Epoch 88: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 163.30it/s, v_num=0]
Epoch 88: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 162.30it/s, v_num=0]
Epoch 88: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.18it/s, v_num=0]
Epoch 88:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 89:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 89:   5%|▍         | 1/22 [00:00<00:00, 142.11it/s, v_num=0]
Epoch 89:   5%|▍         | 1/22 [00:00<00:00, 127.15it/s, v_num=0]
Epoch 89:   9%|β–‰         | 2/22 [00:00<00:00, 155.08it/s, v_num=0]
Epoch 89:   9%|β–‰         | 2/22 [00:00<00:00, 145.47it/s, v_num=0]
Epoch 89:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.89it/s, v_num=0]
Epoch 89:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 152.40it/s, v_num=0]
Epoch 89:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 164.78it/s, v_num=0]
Epoch 89:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 159.34it/s, v_num=0]
Epoch 89:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 167.38it/s, v_num=0]
Epoch 89:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 162.72it/s, v_num=0]
Epoch 89:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 171.27it/s, v_num=0]
Epoch 89:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 166.63it/s, v_num=0]
Epoch 89:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 171.07it/s, v_num=0]
Epoch 89:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 162.98it/s, v_num=0]
Epoch 89:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 166.63it/s, v_num=0]
Epoch 89:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 163.91it/s, v_num=0]
Epoch 89:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 168.01it/s, v_num=0]
Epoch 89:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 165.63it/s, v_num=0]
Epoch 89:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 166.47it/s, v_num=0]
Epoch 89:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 164.23it/s, v_num=0]
Epoch 89:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 167.36it/s, v_num=0]
Epoch 89:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 164.87it/s, v_num=0]
Epoch 89:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 168.34it/s, v_num=0]
Epoch 89:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 166.48it/s, v_num=0]
Epoch 89:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 166.69it/s, v_num=0]
Epoch 89:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 164.38it/s, v_num=0]
Epoch 89:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 166.32it/s, v_num=0]
Epoch 89:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 164.74it/s, v_num=0]
Epoch 89:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 166.35it/s, v_num=0]
Epoch 89:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 164.83it/s, v_num=0]
Epoch 89:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 164.70it/s, v_num=0]
Epoch 89:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 161.53it/s, v_num=0]
Epoch 89:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 163.98it/s, v_num=0]
Epoch 89:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 160.60it/s, v_num=0]
Epoch 89:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 162.71it/s, v_num=0]
Epoch 89:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 161.56it/s, v_num=0]
Epoch 89:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 163.58it/s, v_num=0]
Epoch 89:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 160.59it/s, v_num=0]
Epoch 89:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 161.44it/s, v_num=0]
Epoch 89:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 160.42it/s, v_num=0]
Epoch 89:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 161.95it/s, v_num=0]
Epoch 89:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 160.83it/s, v_num=0]
Epoch 89: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 161.73it/s, v_num=0]
Epoch 89: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.55it/s, v_num=0]
Epoch 89: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.27it/s, v_num=0]
Epoch 89:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 90:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 90:   5%|▍         | 1/22 [00:00<00:00, 138.99it/s, v_num=0]
Epoch 90:   5%|▍         | 1/22 [00:00<00:00, 106.34it/s, v_num=0]
Epoch 90:   9%|β–‰         | 2/22 [00:00<00:00, 133.40it/s, v_num=0]
Epoch 90:   9%|β–‰         | 2/22 [00:00<00:00, 114.87it/s, v_num=0]
Epoch 90:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 138.13it/s, v_num=0]
Epoch 90:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 123.88it/s, v_num=0]
Epoch 90:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 142.25it/s, v_num=0]
Epoch 90:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 132.19it/s, v_num=0]
Epoch 90:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 147.17it/s, v_num=0]
Epoch 90:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 143.87it/s, v_num=0]
Epoch 90:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 150.96it/s, v_num=0]
Epoch 90:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 146.78it/s, v_num=0]
Epoch 90:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 153.27it/s, v_num=0]
Epoch 90:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 150.51it/s, v_num=0]
Epoch 90:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.97it/s, v_num=0]
Epoch 90:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 153.14it/s, v_num=0]
Epoch 90:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 156.92it/s, v_num=0]
Epoch 90:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.51it/s, v_num=0]
Epoch 90:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.90it/s, v_num=0]
Epoch 90:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.38it/s, v_num=0]
Epoch 90:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 158.17it/s, v_num=0]
Epoch 90:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 156.36it/s, v_num=0]
Epoch 90:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 159.63it/s, v_num=0]
Epoch 90:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 157.82it/s, v_num=0]
Epoch 90:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 162.97it/s, v_num=0]
Epoch 90:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 161.05it/s, v_num=0]
Epoch 90:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 165.40it/s, v_num=0]
Epoch 90:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 163.96it/s, v_num=0]
Epoch 90:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 167.50it/s, v_num=0]
Epoch 90:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 165.25it/s, v_num=0]
Epoch 90:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 167.46it/s, v_num=0]
Epoch 90:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 165.96it/s, v_num=0]
Epoch 90:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 168.31it/s, v_num=0]
Epoch 90:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 167.09it/s, v_num=0]
Epoch 90:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 166.85it/s, v_num=0]
Epoch 90:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 165.31it/s, v_num=0]
Epoch 90:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 168.22it/s, v_num=0]
Epoch 90:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 166.84it/s, v_num=0]
Epoch 90:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 169.50it/s, v_num=0]
Epoch 90:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 167.86it/s, v_num=0]
Epoch 90:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.04it/s, v_num=0]
Epoch 90:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 155.45it/s, v_num=0]
Epoch 90: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.74it/s, v_num=0]
Epoch 90: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.62it/s, v_num=0]
Epoch 90: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.14it/s, v_num=0]
Epoch 90:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 91:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 91:   5%|▍         | 1/22 [00:00<00:00, 214.48it/s, v_num=0]
Epoch 91:   5%|▍         | 1/22 [00:00<00:00, 173.58it/s, v_num=0]
Epoch 91:   9%|β–‰         | 2/22 [00:00<00:00, 202.86it/s, v_num=0]
Epoch 91:   9%|β–‰         | 2/22 [00:00<00:00, 180.52it/s, v_num=0]
Epoch 91:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 202.17it/s, v_num=0]
Epoch 91:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 190.49it/s, v_num=0]
Epoch 91:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 200.27it/s, v_num=0]
Epoch 91:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 191.15it/s, v_num=0]
Epoch 91:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 200.76it/s, v_num=0]
Epoch 91:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 194.13it/s, v_num=0]
Epoch 91:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 201.23it/s, v_num=0]
Epoch 91:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 193.03it/s, v_num=0]
Epoch 91:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 199.77it/s, v_num=0]
Epoch 91:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 192.73it/s, v_num=0]
Epoch 91:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 196.76it/s, v_num=0]
Epoch 91:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 187.95it/s, v_num=0]
Epoch 91:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 176.34it/s, v_num=0]
Epoch 91:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 170.34it/s, v_num=0]
Epoch 91:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 174.94it/s, v_num=0]
Epoch 91:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 162.64it/s, v_num=0]
Epoch 91:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 165.92it/s, v_num=0]
Epoch 91:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 163.71it/s, v_num=0]
Epoch 91:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 167.65it/s, v_num=0]
Epoch 91:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 161.36it/s, v_num=0]
Epoch 91:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 166.36it/s, v_num=0]
Epoch 91:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 163.95it/s, v_num=0]
Epoch 91:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 168.17it/s, v_num=0]
Epoch 91:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 166.21it/s, v_num=0]
Epoch 91:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 168.87it/s, v_num=0]
Epoch 91:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 167.07it/s, v_num=0]
Epoch 91:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 169.81it/s, v_num=0]
Epoch 91:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 168.30it/s, v_num=0]
Epoch 91:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 170.67it/s, v_num=0]
Epoch 91:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 168.19it/s, v_num=0]
Epoch 91:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 171.25it/s, v_num=0]
Epoch 91:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 169.72it/s, v_num=0]
Epoch 91:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 172.27it/s, v_num=0]
Epoch 91:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 170.41it/s, v_num=0]
Epoch 91:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 173.37it/s, v_num=0]
Epoch 91:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 171.37it/s, v_num=0]
Epoch 91:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 174.41it/s, v_num=0]
Epoch 91:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 173.22it/s, v_num=0]
Epoch 91: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 175.50it/s, v_num=0]
Epoch 91: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 174.34it/s, v_num=0]
Epoch 91: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 172.53it/s, v_num=0]
Epoch 91:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 92:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 92:   5%|▍         | 1/22 [00:00<00:00, 155.99it/s, v_num=0]
Epoch 92:   5%|▍         | 1/22 [00:00<00:00, 135.70it/s, v_num=0]
Epoch 92:   9%|β–‰         | 2/22 [00:00<00:00, 165.47it/s, v_num=0]
Epoch 92:   9%|β–‰         | 2/22 [00:00<00:00, 155.60it/s, v_num=0]
Epoch 92:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 166.76it/s, v_num=0]
Epoch 92:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 149.30it/s, v_num=0]
Epoch 92:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 160.84it/s, v_num=0]
Epoch 92:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 155.88it/s, v_num=0]
Epoch 92:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 162.27it/s, v_num=0]
Epoch 92:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 149.07it/s, v_num=0]
Epoch 92:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 152.29it/s, v_num=0]
Epoch 92:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 149.22it/s, v_num=0]
Epoch 92:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 154.75it/s, v_num=0]
Epoch 92:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 148.87it/s, v_num=0]
Epoch 92:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 154.15it/s, v_num=0]
Epoch 92:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 148.17it/s, v_num=0]
Epoch 92:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 153.72it/s, v_num=0]
Epoch 92:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 151.59it/s, v_num=0]
Epoch 92:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 155.72it/s, v_num=0]
Epoch 92:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 150.89it/s, v_num=0]
Epoch 92:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 154.61it/s, v_num=0]
Epoch 92:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 152.45it/s, v_num=0]
Epoch 92:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 155.83it/s, v_num=0]
Epoch 92:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 151.39it/s, v_num=0]
Epoch 92:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.07it/s, v_num=0]
Epoch 92:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 146.88it/s, v_num=0]
Epoch 92:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 150.91it/s, v_num=0]
Epoch 92:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 149.61it/s, v_num=0]
Epoch 92:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 151.63it/s, v_num=0]
Epoch 92:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 150.35it/s, v_num=0]
Epoch 92:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 152.63it/s, v_num=0]
Epoch 92:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 151.39it/s, v_num=0]
Epoch 92:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 152.55it/s, v_num=0]
Epoch 92:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 148.28it/s, v_num=0]
Epoch 92:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 149.31it/s, v_num=0]
Epoch 92:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 145.86it/s, v_num=0]
Epoch 92:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 146.79it/s, v_num=0]
Epoch 92:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 145.83it/s, v_num=0]
Epoch 92:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 147.78it/s, v_num=0]
Epoch 92:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 145.74it/s, v_num=0]
Epoch 92:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 147.76it/s, v_num=0]
Epoch 92:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 146.32it/s, v_num=0]
Epoch 92: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 145.14it/s, v_num=0]
Epoch 92: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 144.16it/s, v_num=0]
Epoch 92: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 143.02it/s, v_num=0]
Epoch 92:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 93:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 93:   5%|▍         | 1/22 [00:00<00:00, 143.98it/s, v_num=0]
Epoch 93:   5%|▍         | 1/22 [00:00<00:00, 111.09it/s, v_num=0]
Epoch 93:   9%|β–‰         | 2/22 [00:00<00:00, 158.14it/s, v_num=0]
Epoch 93:   9%|β–‰         | 2/22 [00:00<00:00, 145.70it/s, v_num=0]
Epoch 93:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 164.54it/s, v_num=0]
Epoch 93:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 156.47it/s, v_num=0]
Epoch 93:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 168.41it/s, v_num=0]
Epoch 93:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 162.32it/s, v_num=0]
Epoch 93:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 163.17it/s, v_num=0]
Epoch 93:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 158.85it/s, v_num=0]
Epoch 93:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 167.76it/s, v_num=0]
Epoch 93:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 164.03it/s, v_num=0]
Epoch 93:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 171.60it/s, v_num=0]
Epoch 93:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 168.23it/s, v_num=0]
Epoch 93:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 171.84it/s, v_num=0]
Epoch 93:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 167.87it/s, v_num=0]
Epoch 93:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 171.62it/s, v_num=0]
Epoch 93:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 168.27it/s, v_num=0]
Epoch 93:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 174.01it/s, v_num=0]
Epoch 93:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 170.55it/s, v_num=0]
Epoch 93:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 174.10it/s, v_num=0]
Epoch 93:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 170.06it/s, v_num=0]
Epoch 93:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 174.65it/s, v_num=0]
Epoch 93:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 172.29it/s, v_num=0]
Epoch 93:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 176.02it/s, v_num=0]
Epoch 93:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 174.22it/s, v_num=0]
Epoch 93:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 174.60it/s, v_num=0]
Epoch 93:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 170.69it/s, v_num=0]
Epoch 93:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 173.99it/s, v_num=0]
Epoch 93:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 169.74it/s, v_num=0]
Epoch 93:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 168.42it/s, v_num=0]
Epoch 93:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 164.26it/s, v_num=0]
Epoch 93:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 166.63it/s, v_num=0]
Epoch 93:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 162.92it/s, v_num=0]
Epoch 93:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 165.51it/s, v_num=0]
Epoch 93:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 164.19it/s, v_num=0]
Epoch 93:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 166.93it/s, v_num=0]
Epoch 93:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 165.21it/s, v_num=0]
Epoch 93:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 168.10it/s, v_num=0]
Epoch 93:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 166.44it/s, v_num=0]
Epoch 93:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 169.21it/s, v_num=0]
Epoch 93:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 167.58it/s, v_num=0]
Epoch 93: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 170.33it/s, v_num=0]
Epoch 93: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 168.71it/s, v_num=0]
Epoch 93: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 167.13it/s, v_num=0]
Epoch 93:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 94:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 94:   5%|▍         | 1/22 [00:00<00:00, 190.41it/s, v_num=0]
Epoch 94:   5%|▍         | 1/22 [00:00<00:00, 153.73it/s, v_num=0]
Epoch 94:   9%|β–‰         | 2/22 [00:00<00:00, 195.81it/s, v_num=0]
Epoch 94:   9%|β–‰         | 2/22 [00:00<00:00, 173.62it/s, v_num=0]
Epoch 94:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 196.62it/s, v_num=0]
Epoch 94:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 183.02it/s, v_num=0]
Epoch 94:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 199.57it/s, v_num=0]
Epoch 94:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 187.35it/s, v_num=0]
Epoch 94:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 196.19it/s, v_num=0]
Epoch 94:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.62it/s, v_num=0]
Epoch 94:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 197.77it/s, v_num=0]
Epoch 94:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 190.89it/s, v_num=0]
Epoch 94:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 198.08it/s, v_num=0]
Epoch 94:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 191.31it/s, v_num=0]
Epoch 94:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 198.01it/s, v_num=0]
Epoch 94:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 191.78it/s, v_num=0]
Epoch 94:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 196.33it/s, v_num=0]
Epoch 94:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.57it/s, v_num=0]
Epoch 94:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 196.89it/s, v_num=0]
Epoch 94:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.64it/s, v_num=0]
Epoch 94:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 179.31it/s, v_num=0]
Epoch 94:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 173.35it/s, v_num=0]
Epoch 94:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 172.00it/s, v_num=0]
Epoch 94:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 169.72it/s, v_num=0]
Epoch 94:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 161.23it/s, v_num=0]
Epoch 94:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 156.38it/s, v_num=0]
Epoch 94:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 157.37it/s, v_num=0]
Epoch 94:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 155.22it/s, v_num=0]
Epoch 94:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 159.71it/s, v_num=0]
Epoch 94:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 157.51it/s, v_num=0]
Epoch 94:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 161.82it/s, v_num=0]
Epoch 94:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 159.87it/s, v_num=0]
Epoch 94:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 163.09it/s, v_num=0]
Epoch 94:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 161.11it/s, v_num=0]
Epoch 94:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 164.68it/s, v_num=0]
Epoch 94:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 163.02it/s, v_num=0]
Epoch 94:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 166.70it/s, v_num=0]
Epoch 94:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 164.81it/s, v_num=0]
Epoch 94:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 168.01it/s, v_num=0]
Epoch 94:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 166.36it/s, v_num=0]
Epoch 94:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 169.49it/s, v_num=0]
Epoch 94:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 167.82it/s, v_num=0]
Epoch 94: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 170.88it/s, v_num=0]
Epoch 94: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 169.36it/s, v_num=0]
Epoch 94: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 167.85it/s, v_num=0]
Epoch 94:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 95:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 95:   5%|▍         | 1/22 [00:00<00:00, 191.14it/s, v_num=0]
Epoch 95:   5%|▍         | 1/22 [00:00<00:00, 157.16it/s, v_num=0]
Epoch 95:   9%|β–‰         | 2/22 [00:00<00:00, 198.80it/s, v_num=0]
Epoch 95:   9%|β–‰         | 2/22 [00:00<00:00, 177.73it/s, v_num=0]
Epoch 95:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 198.64it/s, v_num=0]
Epoch 95:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 183.74it/s, v_num=0]
Epoch 95:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 196.84it/s, v_num=0]
Epoch 95:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 186.78it/s, v_num=0]
Epoch 95:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 200.36it/s, v_num=0]
Epoch 95:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 191.64it/s, v_num=0]
Epoch 95:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 198.52it/s, v_num=0]
Epoch 95:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 184.14it/s, v_num=0]
Epoch 95:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 190.26it/s, v_num=0]
Epoch 95:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 184.30it/s, v_num=0]
Epoch 95:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 190.68it/s, v_num=0]
Epoch 95:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 185.55it/s, v_num=0]
Epoch 95:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.99it/s, v_num=0]
Epoch 95:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 187.39it/s, v_num=0]
Epoch 95:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.93it/s, v_num=0]
Epoch 95:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 189.80it/s, v_num=0]
Epoch 95:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 187.44it/s, v_num=0]
Epoch 95:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 184.11it/s, v_num=0]
Epoch 95:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 184.67it/s, v_num=0]
Epoch 95:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 180.51it/s, v_num=0]
Epoch 95:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 178.89it/s, v_num=0]
Epoch 95:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 176.30it/s, v_num=0]
Epoch 95:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 176.12it/s, v_num=0]
Epoch 95:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 173.79it/s, v_num=0]
Epoch 95:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 175.56it/s, v_num=0]
Epoch 95:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 173.81it/s, v_num=0]
Epoch 95:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 175.52it/s, v_num=0]
Epoch 95:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 171.81it/s, v_num=0]
Epoch 95:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 172.80it/s, v_num=0]
Epoch 95:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 169.26it/s, v_num=0]
Epoch 95:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 169.70it/s, v_num=0]
Epoch 95:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 168.15it/s, v_num=0]
Epoch 95:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 166.62it/s, v_num=0]
Epoch 95:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 165.40it/s, v_num=0]
Epoch 95:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 167.20it/s, v_num=0]
Epoch 95:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 165.70it/s, v_num=0]
Epoch 95:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 167.10it/s, v_num=0]
Epoch 95:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 165.66it/s, v_num=0]
Epoch 95: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 165.07it/s, v_num=0]
Epoch 95: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 162.32it/s, v_num=0]
Epoch 95: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.77it/s, v_num=0]
Epoch 95:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 96:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 96:   5%|▍         | 1/22 [00:00<00:00, 168.51it/s, v_num=0]
Epoch 96:   5%|▍         | 1/22 [00:00<00:00, 124.45it/s, v_num=0]
Epoch 96:   9%|β–‰         | 2/22 [00:00<00:00, 152.39it/s, v_num=0]
Epoch 96:   9%|β–‰         | 2/22 [00:00<00:00, 141.52it/s, v_num=0]
Epoch 96:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 155.36it/s, v_num=0]
Epoch 96:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 144.07it/s, v_num=0]
Epoch 96:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 157.14it/s, v_num=0]
Epoch 96:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 145.51it/s, v_num=0]
Epoch 96:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 152.81it/s, v_num=0]
Epoch 96:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 143.01it/s, v_num=0]
Epoch 96:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 150.19it/s, v_num=0]
Epoch 96:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 142.85it/s, v_num=0]
Epoch 96:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 149.29it/s, v_num=0]
Epoch 96:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 143.63it/s, v_num=0]
Epoch 96:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 149.80it/s, v_num=0]
Epoch 96:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 144.97it/s, v_num=0]
Epoch 96:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 149.83it/s, v_num=0]
Epoch 96:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 144.44it/s, v_num=0]
Epoch 96:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 148.38it/s, v_num=0]
Epoch 96:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 143.64it/s, v_num=0]
Epoch 96:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 146.54it/s, v_num=0]
Epoch 96:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 144.42it/s, v_num=0]
Epoch 96:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 147.40it/s, v_num=0]
Epoch 96:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 143.63it/s, v_num=0]
Epoch 96:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 147.25it/s, v_num=0]
Epoch 96:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 144.10it/s, v_num=0]
Epoch 96:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 145.11it/s, v_num=0]
Epoch 96:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 143.46it/s, v_num=0]
Epoch 96:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 146.03it/s, v_num=0]
Epoch 96:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 144.58it/s, v_num=0]
Epoch 96:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 147.81it/s, v_num=0]
Epoch 96:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 144.86it/s, v_num=0]
Epoch 96:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 147.90it/s, v_num=0]
Epoch 96:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 146.92it/s, v_num=0]
Epoch 96:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 148.56it/s, v_num=0]
Epoch 96:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 145.79it/s, v_num=0]
Epoch 96:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 147.30it/s, v_num=0]
Epoch 96:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 145.05it/s, v_num=0]
Epoch 96:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 146.90it/s, v_num=0]
Epoch 96:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 144.63it/s, v_num=0]
Epoch 96:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 146.66it/s, v_num=0]
Epoch 96:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 144.51it/s, v_num=0]
Epoch 96: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 146.19it/s, v_num=0]
Epoch 96: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 144.23it/s, v_num=0]
Epoch 96: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 143.25it/s, v_num=0]
Epoch 96:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 97:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 97:   5%|▍         | 1/22 [00:00<00:00, 142.68it/s, v_num=0]
Epoch 97:   5%|▍         | 1/22 [00:00<00:00, 108.91it/s, v_num=0]
Epoch 97:   9%|β–‰         | 2/22 [00:00<00:00, 138.54it/s, v_num=0]
Epoch 97:   9%|β–‰         | 2/22 [00:00<00:00, 129.42it/s, v_num=0]
Epoch 97:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 143.84it/s, v_num=0]
Epoch 97:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 131.04it/s, v_num=0]
Epoch 97:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 144.32it/s, v_num=0]
Epoch 97:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 135.54it/s, v_num=0]
Epoch 97:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 145.60it/s, v_num=0]
Epoch 97:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 137.58it/s, v_num=0]
Epoch 97:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 146.19it/s, v_num=0]
Epoch 97:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 141.24it/s, v_num=0]
Epoch 97:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 146.82it/s, v_num=0]
Epoch 97:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 144.01it/s, v_num=0]
Epoch 97:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 147.88it/s, v_num=0]
Epoch 97:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 145.70it/s, v_num=0]
Epoch 97:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 150.78it/s, v_num=0]
Epoch 97:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 148.64it/s, v_num=0]
Epoch 97:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 152.69it/s, v_num=0]
Epoch 97:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 150.78it/s, v_num=0]
Epoch 97:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 154.42it/s, v_num=0]
Epoch 97:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 150.23it/s, v_num=0]
Epoch 97:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 153.35it/s, v_num=0]
Epoch 97:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 149.29it/s, v_num=0]
Epoch 97:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.02it/s, v_num=0]
Epoch 97:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 149.63it/s, v_num=0]
Epoch 97:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 152.64it/s, v_num=0]
Epoch 97:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 151.34it/s, v_num=0]
Epoch 97:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 152.60it/s, v_num=0]
Epoch 97:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 151.27it/s, v_num=0]
Epoch 97:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 152.90it/s, v_num=0]
Epoch 97:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 151.58it/s, v_num=0]
Epoch 97:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 151.82it/s, v_num=0]
Epoch 97:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 150.66it/s, v_num=0]
Epoch 97:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 154.23it/s, v_num=0]
Epoch 97:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 153.19it/s, v_num=0]
Epoch 97:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 155.78it/s, v_num=0]
Epoch 97:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 154.65it/s, v_num=0]
Epoch 97:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 156.88it/s, v_num=0]
Epoch 97:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 155.97it/s, v_num=0]
Epoch 97:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 158.41it/s, v_num=0]
Epoch 97:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.53it/s, v_num=0]
Epoch 97: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.59it/s, v_num=0]
Epoch 97: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.46it/s, v_num=0]
Epoch 97: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.55it/s, v_num=0]
Epoch 97:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 98:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 98:   5%|▍         | 1/22 [00:00<00:00, 176.11it/s, v_num=0]
Epoch 98:   5%|▍         | 1/22 [00:00<00:00, 151.44it/s, v_num=0]
Epoch 98:   9%|β–‰         | 2/22 [00:00<00:00, 164.38it/s, v_num=0]
Epoch 98:   9%|β–‰         | 2/22 [00:00<00:00, 142.14it/s, v_num=0]
Epoch 98:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 163.24it/s, v_num=0]
Epoch 98:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 156.93it/s, v_num=0]
Epoch 98:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 170.08it/s, v_num=0]
Epoch 98:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 164.67it/s, v_num=0]
Epoch 98:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 173.66it/s, v_num=0]
Epoch 98:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 168.92it/s, v_num=0]
Epoch 98:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 176.47it/s, v_num=0]
Epoch 98:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 172.70it/s, v_num=0]
Epoch 98:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 178.06it/s, v_num=0]
Epoch 98:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 174.67it/s, v_num=0]
Epoch 98:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 179.43it/s, v_num=0]
Epoch 98:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 175.79it/s, v_num=0]
Epoch 98:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 179.24it/s, v_num=0]
Epoch 98:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 176.58it/s, v_num=0]
Epoch 98:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 177.84it/s, v_num=0]
Epoch 98:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 172.32it/s, v_num=0]
Epoch 98:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 175.22it/s, v_num=0]
Epoch 98:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 172.61it/s, v_num=0]
Epoch 98:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 174.90it/s, v_num=0]
Epoch 98:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 172.44it/s, v_num=0]
Epoch 98:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 175.63it/s, v_num=0]
Epoch 98:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 170.82it/s, v_num=0]
Epoch 98:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 171.08it/s, v_num=0]
Epoch 98:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 169.30it/s, v_num=0]
Epoch 98:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 170.78it/s, v_num=0]
Epoch 98:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 169.16it/s, v_num=0]
Epoch 98:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 170.42it/s, v_num=0]
Epoch 98:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 168.90it/s, v_num=0]
Epoch 98:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 170.61it/s, v_num=0]
Epoch 98:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 169.12it/s, v_num=0]
Epoch 98:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 170.69it/s, v_num=0]
Epoch 98:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 169.34it/s, v_num=0]
Epoch 98:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 169.62it/s, v_num=0]
Epoch 98:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 168.41it/s, v_num=0]
Epoch 98:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 168.32it/s, v_num=0]
Epoch 98:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 167.05it/s, v_num=0]
Epoch 98:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 168.30it/s, v_num=0]
Epoch 98:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 167.09it/s, v_num=0]
Epoch 98: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 168.29it/s, v_num=0]
Epoch 98: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 167.15it/s, v_num=0]
Epoch 98: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 98:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 99:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 99:   5%|▍         | 1/22 [00:00<00:00, 150.66it/s, v_num=0]
Epoch 99:   5%|▍         | 1/22 [00:00<00:00, 133.28it/s, v_num=0]
Epoch 99:   9%|β–‰         | 2/22 [00:00<00:00, 167.55it/s, v_num=0]
Epoch 99:   9%|β–‰         | 2/22 [00:00<00:00, 157.81it/s, v_num=0]
Epoch 99:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 166.38it/s, v_num=0]
Epoch 99:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.48it/s, v_num=0]
Epoch 99:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 169.13it/s, v_num=0]
Epoch 99:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 164.11it/s, v_num=0]
Epoch 99:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 168.46it/s, v_num=0]
Epoch 99:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 161.53it/s, v_num=0]
Epoch 99:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 99:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 99:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 170.02it/s, v_num=0]
Epoch 99:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 166.48it/s, v_num=0]
Epoch 99:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 169.22it/s, v_num=0]
Epoch 99:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 163.08it/s, v_num=0]
Epoch 99:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 170.16it/s, v_num=0]
Epoch 99:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 167.48it/s, v_num=0]
Epoch 99:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 173.12it/s, v_num=0]
Epoch 99:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 170.95it/s, v_num=0]
Epoch 99:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 173.91it/s, v_num=0]
Epoch 99:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 171.52it/s, v_num=0]
Epoch 99:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 174.05it/s, v_num=0]
Epoch 99:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 171.99it/s, v_num=0]
Epoch 99:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 174.35it/s, v_num=0]
Epoch 99:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 170.48it/s, v_num=0]
Epoch 99:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 170.60it/s, v_num=0]
Epoch 99:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 169.12it/s, v_num=0]
Epoch 99:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 172.23it/s, v_num=0]
Epoch 99:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 168.44it/s, v_num=0]
Epoch 99:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 171.36it/s, v_num=0]
Epoch 99:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 167.74it/s, v_num=0]
Epoch 99:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 170.30it/s, v_num=0]
Epoch 99:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 168.93it/s, v_num=0]
Epoch 99:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 171.31it/s, v_num=0]
Epoch 99:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 168.57it/s, v_num=0]
Epoch 99:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 170.02it/s, v_num=0]
Epoch 99:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 167.57it/s, v_num=0]
Epoch 99:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 169.51it/s, v_num=0]
Epoch 99:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 166.98it/s, v_num=0]
Epoch 99:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 169.35it/s, v_num=0]
Epoch 99:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 166.53it/s, v_num=0]
Epoch 99: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 165.07it/s, v_num=0]
Epoch 99: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 163.89it/s, v_num=0]
Epoch 99: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.89it/s, v_num=0]
Epoch 99:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 100:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 100:   5%|▍         | 1/22 [00:00<00:00, 180.58it/s, v_num=0]
Epoch 100:   5%|▍         | 1/22 [00:00<00:00, 152.79it/s, v_num=0]
Epoch 100:   9%|β–‰         | 2/22 [00:00<00:00, 179.78it/s, v_num=0]
Epoch 100:   9%|β–‰         | 2/22 [00:00<00:00, 147.52it/s, v_num=0]
Epoch 100:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 159.23it/s, v_num=0]
Epoch 100:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 152.53it/s, v_num=0]
Epoch 100:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 157.58it/s, v_num=0]
Epoch 100:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 152.69it/s, v_num=0]
Epoch 100:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 157.87it/s, v_num=0]
Epoch 100:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 153.39it/s, v_num=0]
Epoch 100:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 155.80it/s, v_num=0]
Epoch 100:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 150.84it/s, v_num=0]
Epoch 100:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 156.63it/s, v_num=0]
Epoch 100:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 149.81it/s, v_num=0]
Epoch 100:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 158.25it/s, v_num=0]
Epoch 100:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.72it/s, v_num=0]
Epoch 100:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 161.71it/s, v_num=0]
Epoch 100:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 159.41it/s, v_num=0]
Epoch 100:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 162.59it/s, v_num=0]
Epoch 100:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 159.22it/s, v_num=0]
Epoch 100:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 165.11it/s, v_num=0]
Epoch 100:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 162.35it/s, v_num=0]
Epoch 100:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 168.93it/s, v_num=0]
Epoch 100:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 166.03it/s, v_num=0]
Epoch 100:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 170.15it/s, v_num=0]
Epoch 100:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 167.81it/s, v_num=0]
Epoch 100:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 172.05it/s, v_num=0]
Epoch 100:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 169.88it/s, v_num=0]
Epoch 100:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 174.20it/s, v_num=0]
Epoch 100:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 172.18it/s, v_num=0]
Epoch 100:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 177.06it/s, v_num=0]
Epoch 100:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 174.17it/s, v_num=0]
Epoch 100:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 178.80it/s, v_num=0]
Epoch 100:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 176.76it/s, v_num=0]
Epoch 100:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 180.62it/s, v_num=0]
Epoch 100:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 178.69it/s, v_num=0]
Epoch 100:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 181.38it/s, v_num=0]
Epoch 100:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 179.54it/s, v_num=0]
Epoch 100:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 181.78it/s, v_num=0]
Epoch 100:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 179.90it/s, v_num=0]
Epoch 100:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 182.81it/s, v_num=0]
Epoch 100:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 181.08it/s, v_num=0]
Epoch 100: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 183.45it/s, v_num=0]
Epoch 100: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 180.05it/s, v_num=0]
Epoch 100: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 176.76it/s, v_num=0]
Epoch 100:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 101:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 101:   5%|▍         | 1/22 [00:00<00:00, 201.17it/s, v_num=0]
Epoch 101:   5%|▍         | 1/22 [00:00<00:00, 159.90it/s, v_num=0]
Epoch 101:   9%|β–‰         | 2/22 [00:00<00:00, 170.36it/s, v_num=0]
Epoch 101:   9%|β–‰         | 2/22 [00:00<00:00, 154.16it/s, v_num=0]
Epoch 101:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 175.69it/s, v_num=0]
Epoch 101:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 163.18it/s, v_num=0]
Epoch 101:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 179.22it/s, v_num=0]
Epoch 101:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 170.69it/s, v_num=0]
Epoch 101:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 180.39it/s, v_num=0]
Epoch 101:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 173.36it/s, v_num=0]
Epoch 101:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 182.65it/s, v_num=0]
Epoch 101:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 176.24it/s, v_num=0]
Epoch 101:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 184.84it/s, v_num=0]
Epoch 101:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 178.01it/s, v_num=0]
Epoch 101:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 167.55it/s, v_num=0]
Epoch 101:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 163.95it/s, v_num=0]
Epoch 101:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 171.78it/s, v_num=0]
Epoch 101:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 168.24it/s, v_num=0]
Epoch 101:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 174.26it/s, v_num=0]
Epoch 101:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 170.35it/s, v_num=0]
Epoch 101:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 175.49it/s, v_num=0]
Epoch 101:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 172.33it/s, v_num=0]
Epoch 101:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 176.78it/s, v_num=0]
Epoch 101:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 173.95it/s, v_num=0]
Epoch 101:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 175.10it/s, v_num=0]
Epoch 101:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 171.00it/s, v_num=0]
Epoch 101:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 174.38it/s, v_num=0]
Epoch 101:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 165.93it/s, v_num=0]
Epoch 101:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 170.10it/s, v_num=0]
Epoch 101:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 167.57it/s, v_num=0]
Epoch 101:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 171.07it/s, v_num=0]
Epoch 101:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 168.86it/s, v_num=0]
Epoch 101:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 171.67it/s, v_num=0]
Epoch 101:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 169.79it/s, v_num=0]
Epoch 101:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 173.83it/s, v_num=0]
Epoch 101:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 172.06it/s, v_num=0]
Epoch 101:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 174.94it/s, v_num=0]
Epoch 101:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 173.02it/s, v_num=0]
Epoch 101:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 176.79it/s, v_num=0]
Epoch 101:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 175.03it/s, v_num=0]
Epoch 101:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 178.11it/s, v_num=0]
Epoch 101:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 176.43it/s, v_num=0]
Epoch 101: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 177.08it/s, v_num=0]
Epoch 101: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 175.43it/s, v_num=0]
Epoch 101: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 173.94it/s, v_num=0]
Epoch 101:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 102:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 102:   5%|▍         | 1/22 [00:00<00:00, 205.45it/s, v_num=0]
Epoch 102:   5%|▍         | 1/22 [00:00<00:00, 169.08it/s, v_num=0]
Epoch 102:   9%|β–‰         | 2/22 [00:00<00:00, 204.39it/s, v_num=0]
Epoch 102:   9%|β–‰         | 2/22 [00:00<00:00, 182.14it/s, v_num=0]
Epoch 102:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 198.08it/s, v_num=0]
Epoch 102:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 182.65it/s, v_num=0]
Epoch 102:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 196.28it/s, v_num=0]
Epoch 102:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 185.90it/s, v_num=0]
Epoch 102:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 194.59it/s, v_num=0]
Epoch 102:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 179.68it/s, v_num=0]
Epoch 102:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 184.82it/s, v_num=0]
Epoch 102:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 173.93it/s, v_num=0]
Epoch 102:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 171.22it/s, v_num=0]
Epoch 102:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 167.76it/s, v_num=0]
Epoch 102:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 171.64it/s, v_num=0]
Epoch 102:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 164.00it/s, v_num=0]
Epoch 102:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 167.39it/s, v_num=0]
Epoch 102:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 163.85it/s, v_num=0]
Epoch 102:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 165.89it/s, v_num=0]
Epoch 102:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 163.50it/s, v_num=0]
Epoch 102:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 168.92it/s, v_num=0]
Epoch 102:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 166.53it/s, v_num=0]
Epoch 102:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 166.85it/s, v_num=0]
Epoch 102:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 164.89it/s, v_num=0]
Epoch 102:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 167.51it/s, v_num=0]
Epoch 102:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 165.75it/s, v_num=0]
Epoch 102:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 168.18it/s, v_num=0]
Epoch 102:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 166.70it/s, v_num=0]
Epoch 102:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 168.26it/s, v_num=0]
Epoch 102:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 166.85it/s, v_num=0]
Epoch 102:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 168.73it/s, v_num=0]
Epoch 102:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 167.31it/s, v_num=0]
Epoch 102:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 165.29it/s, v_num=0]
Epoch 102:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 163.11it/s, v_num=0]
Epoch 102:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 166.68it/s, v_num=0]
Epoch 102:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 164.72it/s, v_num=0]
Epoch 102:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 168.17it/s, v_num=0]
Epoch 102:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 166.28it/s, v_num=0]
Epoch 102:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 169.25it/s, v_num=0]
Epoch 102:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 167.40it/s, v_num=0]
Epoch 102:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 170.44it/s, v_num=0]
Epoch 102:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 168.78it/s, v_num=0]
Epoch 102: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 171.47it/s, v_num=0]
Epoch 102: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 169.87it/s, v_num=0]
Epoch 102: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 168.25it/s, v_num=0]
Epoch 102:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 103:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 103:   5%|▍         | 1/22 [00:00<00:00, 202.48it/s, v_num=0]
Epoch 103:   5%|▍         | 1/22 [00:00<00:00, 161.35it/s, v_num=0]
Epoch 103:   9%|β–‰         | 2/22 [00:00<00:00, 200.09it/s, v_num=0]
Epoch 103:   9%|β–‰         | 2/22 [00:00<00:00, 181.11it/s, v_num=0]
Epoch 103:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 203.96it/s, v_num=0]
Epoch 103:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 189.58it/s, v_num=0]
Epoch 103:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 200.96it/s, v_num=0]
Epoch 103:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 190.05it/s, v_num=0]
Epoch 103:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 199.50it/s, v_num=0]
Epoch 103:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 191.22it/s, v_num=0]
Epoch 103:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 202.73it/s, v_num=0]
Epoch 103:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 194.64it/s, v_num=0]
Epoch 103:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 204.06it/s, v_num=0]
Epoch 103:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 197.24it/s, v_num=0]
Epoch 103:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 203.64it/s, v_num=0]
Epoch 103:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 197.71it/s, v_num=0]
Epoch 103:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 204.26it/s, v_num=0]
Epoch 103:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 199.09it/s, v_num=0]
Epoch 103:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 204.40it/s, v_num=0]
Epoch 103:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 200.06it/s, v_num=0]
Epoch 103:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 204.70it/s, v_num=0]
Epoch 103:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 200.72it/s, v_num=0]
Epoch 103:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 203.19it/s, v_num=0]
Epoch 103:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 198.98it/s, v_num=0]
Epoch 103:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 199.09it/s, v_num=0]
Epoch 103:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 195.59it/s, v_num=0]
Epoch 103:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 200.90it/s, v_num=0]
Epoch 103:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 197.69it/s, v_num=0]
Epoch 103:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 201.53it/s, v_num=0]
Epoch 103:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 198.67it/s, v_num=0]
Epoch 103:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 201.81it/s, v_num=0]
Epoch 103:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 198.12it/s, v_num=0]
Epoch 103:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 201.34it/s, v_num=0]
Epoch 103:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 198.83it/s, v_num=0]
Epoch 103:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 202.30it/s, v_num=0]
Epoch 103:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 199.84it/s, v_num=0]
Epoch 103:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 202.12it/s, v_num=0]
Epoch 103:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 199.72it/s, v_num=0]
Epoch 103:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 201.28it/s, v_num=0]
Epoch 103:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 198.77it/s, v_num=0]
Epoch 103:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 201.73it/s, v_num=0]
Epoch 103:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 199.57it/s, v_num=0]
Epoch 103: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 201.35it/s, v_num=0]
Epoch 103: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 199.18it/s, v_num=0]
Epoch 103: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 197.06it/s, v_num=0]
Epoch 103:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 104:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 104:   5%|▍         | 1/22 [00:00<00:00, 230.94it/s, v_num=0]
Epoch 104:   5%|▍         | 1/22 [00:00<00:00, 185.13it/s, v_num=0]
Epoch 104:   9%|β–‰         | 2/22 [00:00<00:00, 223.88it/s, v_num=0]
Epoch 104:   9%|β–‰         | 2/22 [00:00<00:00, 186.44it/s, v_num=0]
Epoch 104:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 211.53it/s, v_num=0]
Epoch 104:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 194.88it/s, v_num=0]
Epoch 104:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 211.28it/s, v_num=0]
Epoch 104:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 200.45it/s, v_num=0]
Epoch 104:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 213.14it/s, v_num=0]
Epoch 104:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 203.22it/s, v_num=0]
Epoch 104:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 209.55it/s, v_num=0]
Epoch 104:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 201.80it/s, v_num=0]
Epoch 104:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 212.05it/s, v_num=0]
Epoch 104:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 204.54it/s, v_num=0]
Epoch 104:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 212.61it/s, v_num=0]
Epoch 104:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 204.82it/s, v_num=0]
Epoch 104:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 210.80it/s, v_num=0]
Epoch 104:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 205.67it/s, v_num=0]
Epoch 104:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 212.30it/s, v_num=0]
Epoch 104:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 207.02it/s, v_num=0]
Epoch 104:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 211.48it/s, v_num=0]
Epoch 104:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 207.28it/s, v_num=0]
Epoch 104:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 212.57it/s, v_num=0]
Epoch 104:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 204.50it/s, v_num=0]
Epoch 104:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 196.54it/s, v_num=0]
Epoch 104:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 193.54it/s, v_num=0]
Epoch 104:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 197.36it/s, v_num=0]
Epoch 104:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 193.94it/s, v_num=0]
Epoch 104:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 196.27it/s, v_num=0]
Epoch 104:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.46it/s, v_num=0]
Epoch 104:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 196.11it/s, v_num=0]
Epoch 104:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 193.45it/s, v_num=0]
Epoch 104:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 196.92it/s, v_num=0]
Epoch 104:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 194.48it/s, v_num=0]
Epoch 104:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 196.01it/s, v_num=0]
Epoch 104:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 193.63it/s, v_num=0]
Epoch 104:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 196.45it/s, v_num=0]
Epoch 104:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 194.22it/s, v_num=0]
Epoch 104:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 196.54it/s, v_num=0]
Epoch 104:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 194.60it/s, v_num=0]
Epoch 104:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 197.66it/s, v_num=0]
Epoch 104:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 195.83it/s, v_num=0]
Epoch 104: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 197.43it/s, v_num=0]
Epoch 104: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 195.37it/s, v_num=0]
Epoch 104: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 193.38it/s, v_num=0]
Epoch 104:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 105:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 105:   5%|▍         | 1/22 [00:00<00:00, 217.61it/s, v_num=0]
Epoch 105:   5%|▍         | 1/22 [00:00<00:00, 176.77it/s, v_num=0]
Epoch 105:   9%|β–‰         | 2/22 [00:00<00:00, 214.55it/s, v_num=0]
Epoch 105:   9%|β–‰         | 2/22 [00:00<00:00, 190.84it/s, v_num=0]
Epoch 105:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 206.71it/s, v_num=0]
Epoch 105:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 191.27it/s, v_num=0]
Epoch 105:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 203.57it/s, v_num=0]
Epoch 105:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 192.86it/s, v_num=0]
Epoch 105:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 204.76it/s, v_num=0]
Epoch 105:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 195.21it/s, v_num=0]
Epoch 105:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 202.93it/s, v_num=0]
Epoch 105:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 195.72it/s, v_num=0]
Epoch 105:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 200.95it/s, v_num=0]
Epoch 105:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 194.86it/s, v_num=0]
Epoch 105:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 202.43it/s, v_num=0]
Epoch 105:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 195.61it/s, v_num=0]
Epoch 105:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 199.15it/s, v_num=0]
Epoch 105:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 194.35it/s, v_num=0]
Epoch 105:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 201.10it/s, v_num=0]
Epoch 105:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 182.79it/s, v_num=0]
Epoch 105:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 186.02it/s, v_num=0]
Epoch 105:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 182.37it/s, v_num=0]
Epoch 105:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 186.32it/s, v_num=0]
Epoch 105:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 183.02it/s, v_num=0]
Epoch 105:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 186.73it/s, v_num=0]
Epoch 105:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 183.62it/s, v_num=0]
Epoch 105:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 187.49it/s, v_num=0]
Epoch 105:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 184.57it/s, v_num=0]
Epoch 105:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 188.25it/s, v_num=0]
Epoch 105:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 185.57it/s, v_num=0]
Epoch 105:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 188.14it/s, v_num=0]
Epoch 105:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 185.62it/s, v_num=0]
Epoch 105:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 188.51it/s, v_num=0]
Epoch 105:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 186.03it/s, v_num=0]
Epoch 105:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 188.88it/s, v_num=0]
Epoch 105:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 186.58it/s, v_num=0]
Epoch 105:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 189.38it/s, v_num=0]
Epoch 105:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 187.15it/s, v_num=0]
Epoch 105:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 189.78it/s, v_num=0]
Epoch 105:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 187.75it/s, v_num=0]
Epoch 105:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 190.64it/s, v_num=0]
Epoch 105:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 188.72it/s, v_num=0]
Epoch 105: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.16it/s, v_num=0]
Epoch 105: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 189.24it/s, v_num=0]
Epoch 105: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.40it/s, v_num=0]
Epoch 105:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 106:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 106:   5%|▍         | 1/22 [00:00<00:00, 195.68it/s, v_num=0]
Epoch 106:   5%|▍         | 1/22 [00:00<00:00, 158.60it/s, v_num=0]
Epoch 106:   9%|β–‰         | 2/22 [00:00<00:00, 196.62it/s, v_num=0]
Epoch 106:   9%|β–‰         | 2/22 [00:00<00:00, 175.97it/s, v_num=0]
Epoch 106:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 195.11it/s, v_num=0]
Epoch 106:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 181.33it/s, v_num=0]
Epoch 106:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 198.21it/s, v_num=0]
Epoch 106:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 187.63it/s, v_num=0]
Epoch 106:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 195.94it/s, v_num=0]
Epoch 106:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 187.46it/s, v_num=0]
Epoch 106:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 195.73it/s, v_num=0]
Epoch 106:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 188.62it/s, v_num=0]
Epoch 106:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 194.04it/s, v_num=0]
Epoch 106:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 188.05it/s, v_num=0]
Epoch 106:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 194.40it/s, v_num=0]
Epoch 106:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 188.82it/s, v_num=0]
Epoch 106:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 194.45it/s, v_num=0]
Epoch 106:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 189.56it/s, v_num=0]
Epoch 106:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 195.33it/s, v_num=0]
Epoch 106:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 191.09it/s, v_num=0]
Epoch 106:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 193.96it/s, v_num=0]
Epoch 106:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 189.91it/s, v_num=0]
Epoch 106:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 194.96it/s, v_num=0]
Epoch 106:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 191.20it/s, v_num=0]
Epoch 106:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 194.77it/s, v_num=0]
Epoch 106:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 191.47it/s, v_num=0]
Epoch 106:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 195.83it/s, v_num=0]
Epoch 106:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 192.42it/s, v_num=0]
Epoch 106:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 195.69it/s, v_num=0]
Epoch 106:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 192.61it/s, v_num=0]
Epoch 106:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 195.77it/s, v_num=0]
Epoch 106:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 193.04it/s, v_num=0]
Epoch 106:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 193.31it/s, v_num=0]
Epoch 106:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 189.28it/s, v_num=0]
Epoch 106:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 192.70it/s, v_num=0]
Epoch 106:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 190.22it/s, v_num=0]
Epoch 106:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 189.65it/s, v_num=0]
Epoch 106:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 187.53it/s, v_num=0]
Epoch 106:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 189.86it/s, v_num=0]
Epoch 106:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 187.69it/s, v_num=0]
Epoch 106:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 190.29it/s, v_num=0]
Epoch 106:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 188.33it/s, v_num=0]
Epoch 106: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 190.29it/s, v_num=0]
Epoch 106: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.29it/s, v_num=0]
Epoch 106: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 186.26it/s, v_num=0]
Epoch 106:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 107:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 107:   5%|▍         | 1/22 [00:00<00:00, 193.42it/s, v_num=0]
Epoch 107:   5%|▍         | 1/22 [00:00<00:00, 156.56it/s, v_num=0]
Epoch 107:   9%|β–‰         | 2/22 [00:00<00:00, 199.57it/s, v_num=0]
Epoch 107:   9%|β–‰         | 2/22 [00:00<00:00, 179.54it/s, v_num=0]
Epoch 107:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 165.69it/s, v_num=0]
Epoch 107:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 154.49it/s, v_num=0]
Epoch 107:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 170.36it/s, v_num=0]
Epoch 107:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 162.02it/s, v_num=0]
Epoch 107:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 175.81it/s, v_num=0]
Epoch 107:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 168.83it/s, v_num=0]
Epoch 107:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 179.27it/s, v_num=0]
Epoch 107:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 173.31it/s, v_num=0]
Epoch 107:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 183.01it/s, v_num=0]
Epoch 107:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 177.66it/s, v_num=0]
Epoch 107:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.48it/s, v_num=0]
Epoch 107:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 178.75it/s, v_num=0]
Epoch 107:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 186.03it/s, v_num=0]
Epoch 107:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 181.87it/s, v_num=0]
Epoch 107:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 188.53it/s, v_num=0]
Epoch 107:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 184.55it/s, v_num=0]
Epoch 107:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 190.68it/s, v_num=0]
Epoch 107:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 187.02it/s, v_num=0]
Epoch 107:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 191.53it/s, v_num=0]
Epoch 107:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 187.52it/s, v_num=0]
Epoch 107:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 192.57it/s, v_num=0]
Epoch 107:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 189.41it/s, v_num=0]
Epoch 107:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 193.87it/s, v_num=0]
Epoch 107:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 190.84it/s, v_num=0]
Epoch 107:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 194.41it/s, v_num=0]
Epoch 107:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 191.54it/s, v_num=0]
Epoch 107:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 195.42it/s, v_num=0]
Epoch 107:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 192.55it/s, v_num=0]
Epoch 107:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 194.94it/s, v_num=0]
Epoch 107:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 192.38it/s, v_num=0]
Epoch 107:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.74it/s, v_num=0]
Epoch 107:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 189.29it/s, v_num=0]
Epoch 107:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 192.49it/s, v_num=0]
Epoch 107:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 190.23it/s, v_num=0]
Epoch 107:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 193.28it/s, v_num=0]
Epoch 107:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 191.22it/s, v_num=0]
Epoch 107:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 188.78it/s, v_num=0]
Epoch 107:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.92it/s, v_num=0]
Epoch 107: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.96it/s, v_num=0]
Epoch 107: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 185.91it/s, v_num=0]
Epoch 107: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 183.89it/s, v_num=0]
Epoch 107:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 108:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 108:   5%|▍         | 1/22 [00:00<00:00, 191.41it/s, v_num=0]
Epoch 108:   5%|▍         | 1/22 [00:00<00:00, 156.32it/s, v_num=0]
Epoch 108:   9%|β–‰         | 2/22 [00:00<00:00, 194.95it/s, v_num=0]
Epoch 108:   9%|β–‰         | 2/22 [00:00<00:00, 174.66it/s, v_num=0]
Epoch 108:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 197.13it/s, v_num=0]
Epoch 108:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 180.93it/s, v_num=0]
Epoch 108:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 195.93it/s, v_num=0]
Epoch 108:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 185.10it/s, v_num=0]
Epoch 108:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 197.38it/s, v_num=0]
Epoch 108:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 188.67it/s, v_num=0]
Epoch 108:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 198.40it/s, v_num=0]
Epoch 108:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 182.23it/s, v_num=0]
Epoch 108:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 185.22it/s, v_num=0]
Epoch 108:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 177.39it/s, v_num=0]
Epoch 108:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.39it/s, v_num=0]
Epoch 108:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 179.31it/s, v_num=0]
Epoch 108:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 186.69it/s, v_num=0]
Epoch 108:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 181.90it/s, v_num=0]
Epoch 108:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 188.41it/s, v_num=0]
Epoch 108:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 184.43it/s, v_num=0]
Epoch 108:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 190.18it/s, v_num=0]
Epoch 108:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 186.68it/s, v_num=0]
Epoch 108:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 190.95it/s, v_num=0]
Epoch 108:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 187.46it/s, v_num=0]
Epoch 108:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 191.88it/s, v_num=0]
Epoch 108:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 188.78it/s, v_num=0]
Epoch 108:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 192.65it/s, v_num=0]
Epoch 108:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 189.76it/s, v_num=0]
Epoch 108:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.36it/s, v_num=0]
Epoch 108:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.34it/s, v_num=0]
Epoch 108:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 193.46it/s, v_num=0]
Epoch 108:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 190.81it/s, v_num=0]
Epoch 108:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 193.92it/s, v_num=0]
Epoch 108:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 191.48it/s, v_num=0]
Epoch 108:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 194.34it/s, v_num=0]
Epoch 108:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 192.03it/s, v_num=0]
Epoch 108:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 189.68it/s, v_num=0]
Epoch 108:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 185.62it/s, v_num=0]
Epoch 108:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 188.71it/s, v_num=0]
Epoch 108:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 187.32it/s, v_num=0]
Epoch 108:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 187.60it/s, v_num=0]
Epoch 108:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.26it/s, v_num=0]
Epoch 108: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.14it/s, v_num=0]
Epoch 108: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 185.81it/s, v_num=0]
Epoch 108: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 181.93it/s, v_num=0]
Epoch 108:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 109:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 109:   5%|▍         | 1/22 [00:00<00:00, 142.63it/s, v_num=0]
Epoch 109:   5%|▍         | 1/22 [00:00<00:00, 127.32it/s, v_num=0]
Epoch 109:   9%|β–‰         | 2/22 [00:00<00:00, 144.58it/s, v_num=0]
Epoch 109:   9%|β–‰         | 2/22 [00:00<00:00, 124.34it/s, v_num=0]
Epoch 109:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 126.12it/s, v_num=0]
Epoch 109:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 116.23it/s, v_num=0]
Epoch 109:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 130.86it/s, v_num=0]
Epoch 109:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 127.17it/s, v_num=0]
Epoch 109:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 135.82it/s, v_num=0]
Epoch 109:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 132.25it/s, v_num=0]
Epoch 109:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 140.95it/s, v_num=0]
Epoch 109:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 138.17it/s, v_num=0]
Epoch 109:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 146.39it/s, v_num=0]
Epoch 109:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 140.31it/s, v_num=0]
Epoch 109:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 145.25it/s, v_num=0]
Epoch 109:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 140.18it/s, v_num=0]
Epoch 109:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 145.58it/s, v_num=0]
Epoch 109:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 141.14it/s, v_num=0]
Epoch 109:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 144.72it/s, v_num=0]
Epoch 109:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 143.07it/s, v_num=0]
Epoch 109:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 147.47it/s, v_num=0]
Epoch 109:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 145.61it/s, v_num=0]
Epoch 109:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 150.42it/s, v_num=0]
Epoch 109:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 143.56it/s, v_num=0]
Epoch 109:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 147.04it/s, v_num=0]
Epoch 109:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 145.65it/s, v_num=0]
Epoch 109:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 148.48it/s, v_num=0]
Epoch 109:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 146.86it/s, v_num=0]
Epoch 109:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 149.19it/s, v_num=0]
Epoch 109:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 147.93it/s, v_num=0]
Epoch 109:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 148.89it/s, v_num=0]
Epoch 109:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 147.79it/s, v_num=0]
Epoch 109:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 148.34it/s, v_num=0]
Epoch 109:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 146.68it/s, v_num=0]
Epoch 109:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 150.28it/s, v_num=0]
Epoch 109:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 149.13it/s, v_num=0]
Epoch 109:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 150.77it/s, v_num=0]
Epoch 109:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 149.83it/s, v_num=0]
Epoch 109:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 151.70it/s, v_num=0]
Epoch 109:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 149.49it/s, v_num=0]
Epoch 109:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.56it/s, v_num=0]
Epoch 109:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 149.61it/s, v_num=0]
Epoch 109: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.33it/s, v_num=0]
Epoch 109: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.37it/s, v_num=0]
Epoch 109: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.66it/s, v_num=0]
Epoch 109:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 110:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 110:   5%|▍         | 1/22 [00:00<00:00, 163.03it/s, v_num=0]
Epoch 110:   5%|▍         | 1/22 [00:00<00:00, 138.11it/s, v_num=0]
Epoch 110:   9%|β–‰         | 2/22 [00:00<00:00, 156.50it/s, v_num=0]
Epoch 110:   9%|β–‰         | 2/22 [00:00<00:00, 145.41it/s, v_num=0]
Epoch 110:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 156.28it/s, v_num=0]
Epoch 110:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 147.35it/s, v_num=0]
Epoch 110:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 155.79it/s, v_num=0]
Epoch 110:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 144.62it/s, v_num=0]
Epoch 110:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 149.34it/s, v_num=0]
Epoch 110:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 140.52it/s, v_num=0]
Epoch 110:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 147.66it/s, v_num=0]
Epoch 110:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 144.03it/s, v_num=0]
Epoch 110:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 149.52it/s, v_num=0]
Epoch 110:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 146.52it/s, v_num=0]
Epoch 110:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 151.24it/s, v_num=0]
Epoch 110:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 148.41it/s, v_num=0]
Epoch 110:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 152.73it/s, v_num=0]
Epoch 110:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 150.39it/s, v_num=0]
Epoch 110:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 154.32it/s, v_num=0]
Epoch 110:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 152.07it/s, v_num=0]
Epoch 110:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.00it/s, v_num=0]
Epoch 110:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 151.07it/s, v_num=0]
Epoch 110:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.50it/s, v_num=0]
Epoch 110:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 150.95it/s, v_num=0]
Epoch 110:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 155.87it/s, v_num=0]
Epoch 110:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.66it/s, v_num=0]
Epoch 110:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 154.79it/s, v_num=0]
Epoch 110:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 151.52it/s, v_num=0]
Epoch 110:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 153.57it/s, v_num=0]
Epoch 110:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 152.27it/s, v_num=0]
Epoch 110:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.47it/s, v_num=0]
Epoch 110:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 152.92it/s, v_num=0]
Epoch 110:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 155.30it/s, v_num=0]
Epoch 110:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 152.64it/s, v_num=0]
Epoch 110:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 154.86it/s, v_num=0]
Epoch 110:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.68it/s, v_num=0]
Epoch 110:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.46it/s, v_num=0]
Epoch 110:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.31it/s, v_num=0]
Epoch 110:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 153.03it/s, v_num=0]
Epoch 110:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 149.98it/s, v_num=0]
Epoch 110:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 150.80it/s, v_num=0]
Epoch 110:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 149.78it/s, v_num=0]
Epoch 110: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.43it/s, v_num=0]
Epoch 110: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.36it/s, v_num=0]
Epoch 110: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.64it/s, v_num=0]
Epoch 110:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 111:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 111:   5%|▍         | 1/22 [00:00<00:00, 182.24it/s, v_num=0]
Epoch 111:   5%|▍         | 1/22 [00:00<00:00, 135.83it/s, v_num=0]
Epoch 111:   9%|β–‰         | 2/22 [00:00<00:00, 163.05it/s, v_num=0]
Epoch 111:   9%|β–‰         | 2/22 [00:00<00:00, 140.98it/s, v_num=0]
Epoch 111:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.37it/s, v_num=0]
Epoch 111:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 141.82it/s, v_num=0]
Epoch 111:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 147.44it/s, v_num=0]
Epoch 111:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 138.15it/s, v_num=0]
Epoch 111:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 147.51it/s, v_num=0]
Epoch 111:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 144.11it/s, v_num=0]
Epoch 111:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 151.42it/s, v_num=0]
Epoch 111:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 147.71it/s, v_num=0]
Epoch 111:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 152.44it/s, v_num=0]
Epoch 111:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 149.53it/s, v_num=0]
Epoch 111:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 154.12it/s, v_num=0]
Epoch 111:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 147.77it/s, v_num=0]
Epoch 111:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 150.22it/s, v_num=0]
Epoch 111:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 147.12it/s, v_num=0]
Epoch 111:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 151.58it/s, v_num=0]
Epoch 111:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 147.12it/s, v_num=0]
Epoch 111:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 150.52it/s, v_num=0]
Epoch 111:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 146.38it/s, v_num=0]
Epoch 111:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 151.01it/s, v_num=0]
Epoch 111:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 147.10it/s, v_num=0]
Epoch 111:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 149.84it/s, v_num=0]
Epoch 111:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 148.39it/s, v_num=0]
Epoch 111:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 148.68it/s, v_num=0]
Epoch 111:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 147.21it/s, v_num=0]
Epoch 111:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 150.03it/s, v_num=0]
Epoch 111:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 147.05it/s, v_num=0]
Epoch 111:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 149.19it/s, v_num=0]
Epoch 111:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 147.90it/s, v_num=0]
Epoch 111:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 150.14it/s, v_num=0]
Epoch 111:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 149.02it/s, v_num=0]
Epoch 111:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.38it/s, v_num=0]
Epoch 111:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 150.37it/s, v_num=0]
Epoch 111:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.09it/s, v_num=0]
Epoch 111:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 149.82it/s, v_num=0]
Epoch 111:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 151.77it/s, v_num=0]
Epoch 111:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.79it/s, v_num=0]
Epoch 111:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.08it/s, v_num=0]
Epoch 111:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 149.17it/s, v_num=0]
Epoch 111: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.91it/s, v_num=0]
Epoch 111: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.02it/s, v_num=0]
Epoch 111: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.72it/s, v_num=0]
Epoch 111:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 112:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 112:   5%|▍         | 1/22 [00:00<00:00, 180.36it/s, v_num=0]
Epoch 112:   5%|▍         | 1/22 [00:00<00:00, 130.34it/s, v_num=0]
Epoch 112:   9%|β–‰         | 2/22 [00:00<00:00, 158.67it/s, v_num=0]
Epoch 112:   9%|β–‰         | 2/22 [00:00<00:00, 148.85it/s, v_num=0]
Epoch 112:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 166.42it/s, v_num=0]
Epoch 112:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.45it/s, v_num=0]
Epoch 112:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 164.98it/s, v_num=0]
Epoch 112:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 153.21it/s, v_num=0]
Epoch 112:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 158.44it/s, v_num=0]
Epoch 112:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 154.00it/s, v_num=0]
Epoch 112:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 154.51it/s, v_num=0]
Epoch 112:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 145.61it/s, v_num=0]
Epoch 112:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 156.38it/s, v_num=0]
Epoch 112:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 153.29it/s, v_num=0]
Epoch 112:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 156.49it/s, v_num=0]
Epoch 112:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 153.89it/s, v_num=0]
Epoch 112:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 157.34it/s, v_num=0]
Epoch 112:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.50it/s, v_num=0]
Epoch 112:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 155.52it/s, v_num=0]
Epoch 112:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 153.00it/s, v_num=0]
Epoch 112:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 155.11it/s, v_num=0]
Epoch 112:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 152.56it/s, v_num=0]
Epoch 112:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.52it/s, v_num=0]
Epoch 112:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 152.48it/s, v_num=0]
Epoch 112:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 155.53it/s, v_num=0]
Epoch 112:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 153.95it/s, v_num=0]
Epoch 112:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 155.62it/s, v_num=0]
Epoch 112:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 153.87it/s, v_num=0]
Epoch 112:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 155.93it/s, v_num=0]
Epoch 112:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 154.48it/s, v_num=0]
Epoch 112:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.10it/s, v_num=0]
Epoch 112:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.56it/s, v_num=0]
Epoch 112:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 156.07it/s, v_num=0]
Epoch 112:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 154.52it/s, v_num=0]
Epoch 112:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 157.41it/s, v_num=0]
Epoch 112:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 156.12it/s, v_num=0]
Epoch 112:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 157.44it/s, v_num=0]
Epoch 112:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 156.24it/s, v_num=0]
Epoch 112:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 157.90it/s, v_num=0]
Epoch 112:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 156.69it/s, v_num=0]
Epoch 112:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 158.29it/s, v_num=0]
Epoch 112:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.20it/s, v_num=0]
Epoch 112: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.14it/s, v_num=0]
Epoch 112: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.22it/s, v_num=0]
Epoch 112: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 153.57it/s, v_num=0]
Epoch 112:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 113:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 113:   5%|▍         | 1/22 [00:00<00:00, 173.97it/s, v_num=0]
Epoch 113:   5%|▍         | 1/22 [00:00<00:00, 150.59it/s, v_num=0]
Epoch 113:   9%|β–‰         | 2/22 [00:00<00:00, 165.05it/s, v_num=0]
Epoch 113:   9%|β–‰         | 2/22 [00:00<00:00, 151.05it/s, v_num=0]
Epoch 113:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 166.15it/s, v_num=0]
Epoch 113:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 157.74it/s, v_num=0]
Epoch 113:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 161.38it/s, v_num=0]
Epoch 113:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 154.68it/s, v_num=0]
Epoch 113:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 164.28it/s, v_num=0]
Epoch 113:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 160.08it/s, v_num=0]
Epoch 113:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 167.94it/s, v_num=0]
Epoch 113:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 162.85it/s, v_num=0]
Epoch 113:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 172.36it/s, v_num=0]
Epoch 113:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 166.91it/s, v_num=0]
Epoch 113:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 174.63it/s, v_num=0]
Epoch 113:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 170.72it/s, v_num=0]
Epoch 113:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 175.60it/s, v_num=0]
Epoch 113:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 171.61it/s, v_num=0]
Epoch 113:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 177.52it/s, v_num=0]
Epoch 113:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 174.69it/s, v_num=0]
Epoch 113:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 178.74it/s, v_num=0]
Epoch 113:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 176.22it/s, v_num=0]
Epoch 113:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 180.01it/s, v_num=0]
Epoch 113:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 177.50it/s, v_num=0]
Epoch 113:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 180.34it/s, v_num=0]
Epoch 113:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 177.63it/s, v_num=0]
Epoch 113:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 181.63it/s, v_num=0]
Epoch 113:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 179.62it/s, v_num=0]
Epoch 113:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 177.40it/s, v_num=0]
Epoch 113:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 174.94it/s, v_num=0]
Epoch 113:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 178.39it/s, v_num=0]
Epoch 113:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 176.37it/s, v_num=0]
Epoch 113:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 179.21it/s, v_num=0]
Epoch 113:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 177.17it/s, v_num=0]
Epoch 113:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 180.18it/s, v_num=0]
Epoch 113:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 177.74it/s, v_num=0]
Epoch 113:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 177.46it/s, v_num=0]
Epoch 113:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 175.78it/s, v_num=0]
Epoch 113:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 178.28it/s, v_num=0]
Epoch 113:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 176.50it/s, v_num=0]
Epoch 113:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 179.10it/s, v_num=0]
Epoch 113:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 177.72it/s, v_num=0]
Epoch 113: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 179.25it/s, v_num=0]
Epoch 113: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 177.78it/s, v_num=0]
Epoch 113: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 175.74it/s, v_num=0]
Epoch 113:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 114:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 114:   5%|▍         | 1/22 [00:00<00:00, 195.06it/s, v_num=0]
Epoch 114:   5%|▍         | 1/22 [00:00<00:00, 164.06it/s, v_num=0]
Epoch 114:   9%|β–‰         | 2/22 [00:00<00:00, 198.07it/s, v_num=0]
Epoch 114:   9%|β–‰         | 2/22 [00:00<00:00, 181.50it/s, v_num=0]
Epoch 114:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 195.47it/s, v_num=0]
Epoch 114:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 170.94it/s, v_num=0]
Epoch 114:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 178.42it/s, v_num=0]
Epoch 114:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 171.88it/s, v_num=0]
Epoch 114:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 175.40it/s, v_num=0]
Epoch 114:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 170.40it/s, v_num=0]
Epoch 114:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 173.73it/s, v_num=0]
Epoch 114:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 168.47it/s, v_num=0]
Epoch 114:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 170.72it/s, v_num=0]
Epoch 114:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 167.24it/s, v_num=0]
Epoch 114:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 170.52it/s, v_num=0]
Epoch 114:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 167.37it/s, v_num=0]
Epoch 114:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 169.46it/s, v_num=0]
Epoch 114:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 163.48it/s, v_num=0]
Epoch 114:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 167.70it/s, v_num=0]
Epoch 114:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 162.76it/s, v_num=0]
Epoch 114:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 165.75it/s, v_num=0]
Epoch 114:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 163.68it/s, v_num=0]
Epoch 114:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 166.04it/s, v_num=0]
Epoch 114:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 163.38it/s, v_num=0]
Epoch 114:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 166.50it/s, v_num=0]
Epoch 114:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 164.69it/s, v_num=0]
Epoch 114:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 165.92it/s, v_num=0]
Epoch 114:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 163.35it/s, v_num=0]
Epoch 114:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 167.13it/s, v_num=0]
Epoch 114:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 164.72it/s, v_num=0]
Epoch 114:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 168.83it/s, v_num=0]
Epoch 114:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 166.60it/s, v_num=0]
Epoch 114:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 170.62it/s, v_num=0]
Epoch 114:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 168.36it/s, v_num=0]
Epoch 114:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 171.67it/s, v_num=0]
Epoch 114:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 169.76it/s, v_num=0]
Epoch 114:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 173.33it/s, v_num=0]
Epoch 114:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 171.48it/s, v_num=0]
Epoch 114:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 174.41it/s, v_num=0]
Epoch 114:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 172.60it/s, v_num=0]
Epoch 114:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 165.90it/s, v_num=0]
Epoch 114:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 164.32it/s, v_num=0]
Epoch 114: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 163.35it/s, v_num=0]
Epoch 114: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 161.87it/s, v_num=0]
Epoch 114: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.31it/s, v_num=0]
Epoch 114:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 115:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 115:   5%|▍         | 1/22 [00:00<00:00, 196.46it/s, v_num=0]
Epoch 115:   5%|▍         | 1/22 [00:00<00:00, 161.18it/s, v_num=0]
Epoch 115:   9%|β–‰         | 2/22 [00:00<00:00, 180.84it/s, v_num=0]
Epoch 115:   9%|β–‰         | 2/22 [00:00<00:00, 166.26it/s, v_num=0]
Epoch 115:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 186.17it/s, v_num=0]
Epoch 115:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 177.43it/s, v_num=0]
Epoch 115:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 190.33it/s, v_num=0]
Epoch 115:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 180.35it/s, v_num=0]
Epoch 115:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 188.35it/s, v_num=0]
Epoch 115:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 181.20it/s, v_num=0]
Epoch 115:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 190.77it/s, v_num=0]
Epoch 115:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 183.41it/s, v_num=0]
Epoch 115:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 192.51it/s, v_num=0]
Epoch 115:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 188.00it/s, v_num=0]
Epoch 115:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 194.12it/s, v_num=0]
Epoch 115:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 190.44it/s, v_num=0]
Epoch 115:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 190.08it/s, v_num=0]
Epoch 115:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 186.59it/s, v_num=0]
Epoch 115:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.58it/s, v_num=0]
Epoch 115:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 188.03it/s, v_num=0]
Epoch 115:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 192.84it/s, v_num=0]
Epoch 115:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 190.23it/s, v_num=0]
Epoch 115:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 194.65it/s, v_num=0]
Epoch 115:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 191.73it/s, v_num=0]
Epoch 115:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 196.15it/s, v_num=0]
Epoch 115:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 193.66it/s, v_num=0]
Epoch 115:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 197.18it/s, v_num=0]
Epoch 115:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 194.84it/s, v_num=0]
Epoch 115:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 198.04it/s, v_num=0]
Epoch 115:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 195.69it/s, v_num=0]
Epoch 115:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 198.29it/s, v_num=0]
Epoch 115:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 196.40it/s, v_num=0]
Epoch 115:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 199.14it/s, v_num=0]
Epoch 115:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 195.97it/s, v_num=0]
Epoch 115:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 198.59it/s, v_num=0]
Epoch 115:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 196.60it/s, v_num=0]
Epoch 115:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 198.54it/s, v_num=0]
Epoch 115:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 196.73it/s, v_num=0]
Epoch 115:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 199.32it/s, v_num=0]
Epoch 115:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 197.24it/s, v_num=0]
Epoch 115:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 194.61it/s, v_num=0]
Epoch 115:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.15it/s, v_num=0]
Epoch 115: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.86it/s, v_num=0]
Epoch 115: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.08it/s, v_num=0]
Epoch 115: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 174.86it/s, v_num=0]
Epoch 115:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 116:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 116:   5%|▍         | 1/22 [00:00<00:00, 147.30it/s, v_num=0]
Epoch 116:   5%|▍         | 1/22 [00:00<00:00, 130.31it/s, v_num=0]
Epoch 116:   9%|β–‰         | 2/22 [00:00<00:00, 161.57it/s, v_num=0]
Epoch 116:   9%|β–‰         | 2/22 [00:00<00:00, 129.47it/s, v_num=0]
Epoch 116:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 145.13it/s, v_num=0]
Epoch 116:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 138.38it/s, v_num=0]
Epoch 116:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 148.38it/s, v_num=0]
Epoch 116:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 143.43it/s, v_num=0]
Epoch 116:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 151.36it/s, v_num=0]
Epoch 116:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 141.86it/s, v_num=0]
Epoch 116:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 147.50it/s, v_num=0]
Epoch 116:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 144.00it/s, v_num=0]
Epoch 116:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 150.82it/s, v_num=0]
Epoch 116:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 146.17it/s, v_num=0]
Epoch 116:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 151.57it/s, v_num=0]
Epoch 116:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 148.57it/s, v_num=0]
Epoch 116:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 152.84it/s, v_num=0]
Epoch 116:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 150.86it/s, v_num=0]
Epoch 116:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 154.83it/s, v_num=0]
Epoch 116:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 152.92it/s, v_num=0]
Epoch 116:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 155.91it/s, v_num=0]
Epoch 116:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 151.38it/s, v_num=0]
Epoch 116:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.77it/s, v_num=0]
Epoch 116:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 153.14it/s, v_num=0]
Epoch 116:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 156.37it/s, v_num=0]
Epoch 116:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 152.12it/s, v_num=0]
Epoch 116:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 155.72it/s, v_num=0]
Epoch 116:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 152.45it/s, v_num=0]
Epoch 116:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 154.52it/s, v_num=0]
Epoch 116:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 152.81it/s, v_num=0]
Epoch 116:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.15it/s, v_num=0]
Epoch 116:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.70it/s, v_num=0]
Epoch 116:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 155.61it/s, v_num=0]
Epoch 116:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 152.86it/s, v_num=0]
Epoch 116:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 154.02it/s, v_num=0]
Epoch 116:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.34it/s, v_num=0]
Epoch 116:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.11it/s, v_num=0]
Epoch 116:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 150.00it/s, v_num=0]
Epoch 116:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.89it/s, v_num=0]
Epoch 116:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 149.83it/s, v_num=0]
Epoch 116:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.48it/s, v_num=0]
Epoch 116:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 150.63it/s, v_num=0]
Epoch 116: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.84it/s, v_num=0]
Epoch 116: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.03it/s, v_num=0]
Epoch 116: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.15it/s, v_num=0]
Epoch 116:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 117:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 117:   5%|▍         | 1/22 [00:00<00:00, 173.89it/s, v_num=0]
Epoch 117:   5%|▍         | 1/22 [00:00<00:00, 150.74it/s, v_num=0]
Epoch 117:   9%|β–‰         | 2/22 [00:00<00:00, 165.27it/s, v_num=0]
Epoch 117:   9%|β–‰         | 2/22 [00:00<00:00, 154.22it/s, v_num=0]
Epoch 117:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 170.39it/s, v_num=0]
Epoch 117:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 154.63it/s, v_num=0]
Epoch 117:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 162.64it/s, v_num=0]
Epoch 117:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 157.43it/s, v_num=0]
Epoch 117:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 165.71it/s, v_num=0]
Epoch 117:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 156.64it/s, v_num=0]
Epoch 117:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 163.11it/s, v_num=0]
Epoch 117:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 159.37it/s, v_num=0]
Epoch 117:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 164.97it/s, v_num=0]
Epoch 117:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 157.08it/s, v_num=0]
Epoch 117:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 162.67it/s, v_num=0]
Epoch 117:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 159.57it/s, v_num=0]
Epoch 117:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 165.20it/s, v_num=0]
Epoch 117:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 161.62it/s, v_num=0]
Epoch 117:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 163.04it/s, v_num=0]
Epoch 117:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 157.39it/s, v_num=0]
Epoch 117:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 160.55it/s, v_num=0]
Epoch 117:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 158.32it/s, v_num=0]
Epoch 117:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 152.50it/s, v_num=0]
Epoch 117:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 150.90it/s, v_num=0]
Epoch 117:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.78it/s, v_num=0]
Epoch 117:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 150.32it/s, v_num=0]
Epoch 117:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 152.56it/s, v_num=0]
Epoch 117:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 151.21it/s, v_num=0]
Epoch 117:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 153.78it/s, v_num=0]
Epoch 117:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 152.58it/s, v_num=0]
Epoch 117:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.57it/s, v_num=0]
Epoch 117:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 151.72it/s, v_num=0]
Epoch 117:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 154.38it/s, v_num=0]
Epoch 117:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 153.29it/s, v_num=0]
Epoch 117:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 155.29it/s, v_num=0]
Epoch 117:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 152.66it/s, v_num=0]
Epoch 117:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 155.55it/s, v_num=0]
Epoch 117:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 117:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 155.77it/s, v_num=0]
Epoch 117:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 154.81it/s, v_num=0]
Epoch 117:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 156.27it/s, v_num=0]
Epoch 117:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 154.97it/s, v_num=0]
Epoch 117: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.03it/s, v_num=0]
Epoch 117: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.69it/s, v_num=0]
Epoch 117: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 148.14it/s, v_num=0]
Epoch 117:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 118:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 118:   5%|▍         | 1/22 [00:00<00:00, 162.65it/s, v_num=0]
Epoch 118:   5%|▍         | 1/22 [00:00<00:00, 124.77it/s, v_num=0]
Epoch 118:   9%|β–‰         | 2/22 [00:00<00:00, 155.09it/s, v_num=0]
Epoch 118:   9%|β–‰         | 2/22 [00:00<00:00, 144.96it/s, v_num=0]
Epoch 118:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 159.92it/s, v_num=0]
Epoch 118:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 152.25it/s, v_num=0]
Epoch 118:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 155.46it/s, v_num=0]
Epoch 118:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 150.42it/s, v_num=0]
Epoch 118:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 145.07it/s, v_num=0]
Epoch 118:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 140.69it/s, v_num=0]
Epoch 118:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 148.63it/s, v_num=0]
Epoch 118:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 144.92it/s, v_num=0]
Epoch 118:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 150.53it/s, v_num=0]
Epoch 118:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 147.62it/s, v_num=0]
Epoch 118:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 153.47it/s, v_num=0]
Epoch 118:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 150.40it/s, v_num=0]
Epoch 118:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 155.49it/s, v_num=0]
Epoch 118:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 150.90it/s, v_num=0]
Epoch 118:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 154.75it/s, v_num=0]
Epoch 118:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 152.83it/s, v_num=0]
Epoch 118:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 156.68it/s, v_num=0]
Epoch 118:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 154.69it/s, v_num=0]
Epoch 118:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 157.75it/s, v_num=0]
Epoch 118:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 155.67it/s, v_num=0]
Epoch 118:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 158.19it/s, v_num=0]
Epoch 118:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 156.56it/s, v_num=0]
Epoch 118:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 158.95it/s, v_num=0]
Epoch 118:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 157.30it/s, v_num=0]
Epoch 118:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 159.56it/s, v_num=0]
Epoch 118:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 158.00it/s, v_num=0]
Epoch 118:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 159.30it/s, v_num=0]
Epoch 118:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 157.80it/s, v_num=0]
Epoch 118:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 159.65it/s, v_num=0]
Epoch 118:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 158.30it/s, v_num=0]
Epoch 118:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 159.59it/s, v_num=0]
Epoch 118:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 158.45it/s, v_num=0]
Epoch 118:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 159.95it/s, v_num=0]
Epoch 118:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 118:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 158.97it/s, v_num=0]
Epoch 118:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 157.73it/s, v_num=0]
Epoch 118:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 159.98it/s, v_num=0]
Epoch 118:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 158.66it/s, v_num=0]
Epoch 118: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.64it/s, v_num=0]
Epoch 118: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.70it/s, v_num=0]
Epoch 118: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.92it/s, v_num=0]
Epoch 118:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 119:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 119:   5%|▍         | 1/22 [00:00<00:00, 175.71it/s, v_num=0]
Epoch 119:   5%|▍         | 1/22 [00:00<00:00, 154.81it/s, v_num=0]
Epoch 119:   9%|β–‰         | 2/22 [00:00<00:00, 173.90it/s, v_num=0]
Epoch 119:   9%|β–‰         | 2/22 [00:00<00:00, 161.70it/s, v_num=0]
Epoch 119:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 174.52it/s, v_num=0]
Epoch 119:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 155.13it/s, v_num=0]
Epoch 119:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 169.40it/s, v_num=0]
Epoch 119:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 159.34it/s, v_num=0]
Epoch 119:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 172.95it/s, v_num=0]
Epoch 119:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 168.15it/s, v_num=0]
Epoch 119:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 173.64it/s, v_num=0]
Epoch 119:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 169.33it/s, v_num=0]
Epoch 119:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 174.01it/s, v_num=0]
Epoch 119:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 170.77it/s, v_num=0]
Epoch 119:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 174.22it/s, v_num=0]
Epoch 119:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 165.87it/s, v_num=0]
Epoch 119:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 170.29it/s, v_num=0]
Epoch 119:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 163.07it/s, v_num=0]
Epoch 119:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 167.44it/s, v_num=0]
Epoch 119:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 163.47it/s, v_num=0]
Epoch 119:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 167.30it/s, v_num=0]
Epoch 119:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 164.85it/s, v_num=0]
Epoch 119:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 165.57it/s, v_num=0]
Epoch 119:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 160.98it/s, v_num=0]
Epoch 119:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 165.58it/s, v_num=0]
Epoch 119:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 163.92it/s, v_num=0]
Epoch 119:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 166.89it/s, v_num=0]
Epoch 119:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 164.92it/s, v_num=0]
Epoch 119:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 159.02it/s, v_num=0]
Epoch 119:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 155.28it/s, v_num=0]
Epoch 119:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.64it/s, v_num=0]
Epoch 119:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 155.29it/s, v_num=0]
Epoch 119:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 156.98it/s, v_num=0]
Epoch 119:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 154.29it/s, v_num=0]
Epoch 119:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 158.24it/s, v_num=0]
Epoch 119:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 157.19it/s, v_num=0]
Epoch 119:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 159.55it/s, v_num=0]
Epoch 119:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 158.54it/s, v_num=0]
Epoch 119:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 159.37it/s, v_num=0]
Epoch 119:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 158.41it/s, v_num=0]
Epoch 119:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 160.49it/s, v_num=0]
Epoch 119:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 158.12it/s, v_num=0]
Epoch 119: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.31it/s, v_num=0]
Epoch 119: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.12it/s, v_num=0]
Epoch 119: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.63it/s, v_num=0]
Epoch 119:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 120:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 120:   5%|▍         | 1/22 [00:00<00:00, 140.82it/s, v_num=0]
Epoch 120:   5%|▍         | 1/22 [00:00<00:00, 108.91it/s, v_num=0]
Epoch 120:   9%|β–‰         | 2/22 [00:00<00:00, 142.34it/s, v_num=0]
Epoch 120:   9%|β–‰         | 2/22 [00:00<00:00, 125.64it/s, v_num=0]
Epoch 120:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 143.01it/s, v_num=0]
Epoch 120:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 137.62it/s, v_num=0]
Epoch 120:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 150.67it/s, v_num=0]
Epoch 120:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 146.54it/s, v_num=0]
Epoch 120:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 161.53it/s, v_num=0]
Epoch 120:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 157.67it/s, v_num=0]
Epoch 120:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 159.73it/s, v_num=0]
Epoch 120:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 156.26it/s, v_num=0]
Epoch 120:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 161.93it/s, v_num=0]
Epoch 120:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 159.17it/s, v_num=0]
Epoch 120:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 162.44it/s, v_num=0]
Epoch 120:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 159.33it/s, v_num=0]
Epoch 120:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 160.92it/s, v_num=0]
Epoch 120:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 158.40it/s, v_num=0]
Epoch 120:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 162.86it/s, v_num=0]
Epoch 120:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 160.92it/s, v_num=0]
Epoch 120:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 161.73it/s, v_num=0]
Epoch 120:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 159.93it/s, v_num=0]
Epoch 120:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 162.33it/s, v_num=0]
Epoch 120:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.18it/s, v_num=0]
Epoch 120:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 161.42it/s, v_num=0]
Epoch 120:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.46it/s, v_num=0]
Epoch 120:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 160.67it/s, v_num=0]
Epoch 120:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 157.09it/s, v_num=0]
Epoch 120:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 160.88it/s, v_num=0]
Epoch 120:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 157.65it/s, v_num=0]
Epoch 120:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 161.03it/s, v_num=0]
Epoch 120:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 159.89it/s, v_num=0]
Epoch 120:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 161.56it/s, v_num=0]
Epoch 120:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 160.38it/s, v_num=0]
Epoch 120:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 162.03it/s, v_num=0]
Epoch 120:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 160.93it/s, v_num=0]
Epoch 120:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 162.78it/s, v_num=0]
Epoch 120:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 160.00it/s, v_num=0]
Epoch 120:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 162.93it/s, v_num=0]
Epoch 120:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 161.83it/s, v_num=0]
Epoch 120:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 163.47it/s, v_num=0]
Epoch 120:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 161.16it/s, v_num=0]
Epoch 120: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 162.89it/s, v_num=0]
Epoch 120: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.59it/s, v_num=0]
Epoch 120: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.64it/s, v_num=0]
Epoch 120:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 121:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 121:   5%|▍         | 1/22 [00:00<00:00, 176.05it/s, v_num=0]
Epoch 121:   5%|▍         | 1/22 [00:00<00:00, 126.73it/s, v_num=0]
Epoch 121:   9%|β–‰         | 2/22 [00:00<00:00, 160.85it/s, v_num=0]
Epoch 121:   9%|β–‰         | 2/22 [00:00<00:00, 134.99it/s, v_num=0]
Epoch 121:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 154.57it/s, v_num=0]
Epoch 121:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 148.80it/s, v_num=0]
Epoch 121:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 150.21it/s, v_num=0]
Epoch 121:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 145.82it/s, v_num=0]
Epoch 121:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 155.65it/s, v_num=0]
Epoch 121:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 147.00it/s, v_num=0]
Epoch 121:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 155.93it/s, v_num=0]
Epoch 121:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 152.78it/s, v_num=0]
Epoch 121:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 157.11it/s, v_num=0]
Epoch 121:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 154.46it/s, v_num=0]
Epoch 121:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 157.90it/s, v_num=0]
Epoch 121:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.42it/s, v_num=0]
Epoch 121:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 157.42it/s, v_num=0]
Epoch 121:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.93it/s, v_num=0]
Epoch 121:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.20it/s, v_num=0]
Epoch 121:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 153.51it/s, v_num=0]
Epoch 121:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 157.39it/s, v_num=0]
Epoch 121:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 155.31it/s, v_num=0]
Epoch 121:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 157.93it/s, v_num=0]
Epoch 121:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 156.38it/s, v_num=0]
Epoch 121:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 159.56it/s, v_num=0]
Epoch 121:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 158.02it/s, v_num=0]
Epoch 121:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 160.62it/s, v_num=0]
Epoch 121:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 156.85it/s, v_num=0]
Epoch 121:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 160.01it/s, v_num=0]
Epoch 121:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 158.60it/s, v_num=0]
Epoch 121:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 160.18it/s, v_num=0]
Epoch 121:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.85it/s, v_num=0]
Epoch 121:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 155.27it/s, v_num=0]
Epoch 121:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 153.35it/s, v_num=0]
Epoch 121:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 150.21it/s, v_num=0]
Epoch 121:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 147.35it/s, v_num=0]
Epoch 121:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 149.40it/s, v_num=0]
Epoch 121:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 147.67it/s, v_num=0]
Epoch 121:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 148.90it/s, v_num=0]
Epoch 121:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 146.08it/s, v_num=0]
Epoch 121:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 144.60it/s, v_num=0]
Epoch 121:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 143.56it/s, v_num=0]
Epoch 121: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 144.94it/s, v_num=0]
Epoch 121: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 143.98it/s, v_num=0]
Epoch 121: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 141.65it/s, v_num=0]
Epoch 121:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 122:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 122:   5%|▍         | 1/22 [00:00<00:00, 167.42it/s, v_num=0]
Epoch 122:   5%|▍         | 1/22 [00:00<00:00, 122.51it/s, v_num=0]
Epoch 122:   9%|β–‰         | 2/22 [00:00<00:00, 153.83it/s, v_num=0]
Epoch 122:   9%|β–‰         | 2/22 [00:00<00:00, 142.27it/s, v_num=0]
Epoch 122:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.45it/s, v_num=0]
Epoch 122:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 143.41it/s, v_num=0]
Epoch 122:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 151.53it/s, v_num=0]
Epoch 122:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 140.96it/s, v_num=0]
Epoch 122:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 151.57it/s, v_num=0]
Epoch 122:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 147.01it/s, v_num=0]
Epoch 122:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 154.47it/s, v_num=0]
Epoch 122:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 150.47it/s, v_num=0]
Epoch 122:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 157.30it/s, v_num=0]
Epoch 122:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 154.00it/s, v_num=0]
Epoch 122:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 158.17it/s, v_num=0]
Epoch 122:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 154.97it/s, v_num=0]
Epoch 122:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 157.10it/s, v_num=0]
Epoch 122:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 153.82it/s, v_num=0]
Epoch 122:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.45it/s, v_num=0]
Epoch 122:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 150.80it/s, v_num=0]
Epoch 122:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 145.63it/s, v_num=0]
Epoch 122:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 143.99it/s, v_num=0]
Epoch 122:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 148.06it/s, v_num=0]
Epoch 122:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 146.59it/s, v_num=0]
Epoch 122:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 146.01it/s, v_num=0]
Epoch 122:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 144.16it/s, v_num=0]
Epoch 122:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 145.49it/s, v_num=0]
Epoch 122:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 142.41it/s, v_num=0]
Epoch 122:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 144.69it/s, v_num=0]
Epoch 122:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 141.76it/s, v_num=0]
Epoch 122:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 144.70it/s, v_num=0]
Epoch 122:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 142.02it/s, v_num=0]
Epoch 122:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 140.62it/s, v_num=0]
Epoch 122:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 138.37it/s, v_num=0]
Epoch 122:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 140.49it/s, v_num=0]
Epoch 122:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 137.84it/s, v_num=0]
Epoch 122:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 139.70it/s, v_num=0]
Epoch 122:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 137.60it/s, v_num=0]
Epoch 122:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 139.30it/s, v_num=0]
Epoch 122:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 137.49it/s, v_num=0]
Epoch 122:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 139.52it/s, v_num=0]
Epoch 122:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 137.38it/s, v_num=0]
Epoch 122: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 139.00it/s, v_num=0]
Epoch 122: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 138.25it/s, v_num=0]
Epoch 122: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 135.83it/s, v_num=0]
Epoch 122:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 123:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 123:   5%|▍         | 1/22 [00:00<00:00, 141.85it/s, v_num=0]
Epoch 123:   5%|▍         | 1/22 [00:00<00:00, 109.99it/s, v_num=0]
Epoch 123:   9%|β–‰         | 2/22 [00:00<00:00, 136.78it/s, v_num=0]
Epoch 123:   9%|β–‰         | 2/22 [00:00<00:00, 127.98it/s, v_num=0]
Epoch 123:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 149.80it/s, v_num=0]
Epoch 123:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 142.98it/s, v_num=0]
Epoch 123:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 149.40it/s, v_num=0]
Epoch 123:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 145.01it/s, v_num=0]
Epoch 123:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 146.66it/s, v_num=0]
Epoch 123:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 142.56it/s, v_num=0]
Epoch 123:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 147.58it/s, v_num=0]
Epoch 123:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 144.55it/s, v_num=0]
Epoch 123:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 154.35it/s, v_num=0]
Epoch 123:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 151.32it/s, v_num=0]
Epoch 123:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 157.13it/s, v_num=0]
Epoch 123:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 123:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 157.94it/s, v_num=0]
Epoch 123:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 155.65it/s, v_num=0]
Epoch 123:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.84it/s, v_num=0]
Epoch 123:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.58it/s, v_num=0]
Epoch 123:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 157.15it/s, v_num=0]
Epoch 123:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 152.94it/s, v_num=0]
Epoch 123:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 157.70it/s, v_num=0]
Epoch 123:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 155.72it/s, v_num=0]
Epoch 123:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 156.66it/s, v_num=0]
Epoch 123:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 152.65it/s, v_num=0]
Epoch 123:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 154.99it/s, v_num=0]
Epoch 123:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 153.65it/s, v_num=0]
Epoch 123:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 155.85it/s, v_num=0]
Epoch 123:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 152.41it/s, v_num=0]
Epoch 123:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.96it/s, v_num=0]
Epoch 123:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 152.24it/s, v_num=0]
Epoch 123:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 153.60it/s, v_num=0]
Epoch 123:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 150.52it/s, v_num=0]
Epoch 123:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.48it/s, v_num=0]
Epoch 123:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 150.33it/s, v_num=0]
Epoch 123:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.60it/s, v_num=0]
Epoch 123:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.33it/s, v_num=0]
Epoch 123:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 152.52it/s, v_num=0]
Epoch 123:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 149.95it/s, v_num=0]
Epoch 123:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 152.66it/s, v_num=0]
Epoch 123:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 149.97it/s, v_num=0]
Epoch 123: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.21it/s, v_num=0]
Epoch 123: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.00it/s, v_num=0]
Epoch 123: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 148.94it/s, v_num=0]
Epoch 123:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 124:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 124:   5%|▍         | 1/22 [00:00<00:00, 160.97it/s, v_num=0]
Epoch 124:   5%|▍         | 1/22 [00:00<00:00, 136.97it/s, v_num=0]
Epoch 124:   9%|β–‰         | 2/22 [00:00<00:00, 170.07it/s, v_num=0]
Epoch 124:   9%|β–‰         | 2/22 [00:00<00:00, 157.78it/s, v_num=0]
Epoch 124:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.17it/s, v_num=0]
Epoch 124:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 151.04it/s, v_num=0]
Epoch 124:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 159.76it/s, v_num=0]
Epoch 124:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 153.88it/s, v_num=0]
Epoch 124:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 162.74it/s, v_num=0]
Epoch 124:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 158.62it/s, v_num=0]
Epoch 124:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 168.48it/s, v_num=0]
Epoch 124:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 164.90it/s, v_num=0]
Epoch 124:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 172.52it/s, v_num=0]
Epoch 124:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 124:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 172.19it/s, v_num=0]
Epoch 124:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 169.01it/s, v_num=0]
Epoch 124:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 173.42it/s, v_num=0]
Epoch 124:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 170.15it/s, v_num=0]
Epoch 124:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 172.77it/s, v_num=0]
Epoch 124:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 170.52it/s, v_num=0]
Epoch 124:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 172.62it/s, v_num=0]
Epoch 124:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 170.40it/s, v_num=0]
Epoch 124:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 172.96it/s, v_num=0]
Epoch 124:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 170.53it/s, v_num=0]
Epoch 124:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 172.73it/s, v_num=0]
Epoch 124:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 170.89it/s, v_num=0]
Epoch 124:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 173.64it/s, v_num=0]
Epoch 124:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 170.03it/s, v_num=0]
Epoch 124:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 172.46it/s, v_num=0]
Epoch 124:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 168.93it/s, v_num=0]
Epoch 124:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 169.69it/s, v_num=0]
Epoch 124:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 167.94it/s, v_num=0]
Epoch 124:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 169.84it/s, v_num=0]
Epoch 124:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 168.46it/s, v_num=0]
Epoch 124:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 168.97it/s, v_num=0]
Epoch 124:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 167.72it/s, v_num=0]
Epoch 124:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 169.09it/s, v_num=0]
Epoch 124:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 167.83it/s, v_num=0]
Epoch 124:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 167.70it/s, v_num=0]
Epoch 124:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 166.49it/s, v_num=0]
Epoch 124:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 168.29it/s, v_num=0]
Epoch 124:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 167.25it/s, v_num=0]
Epoch 124: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 168.36it/s, v_num=0]
Epoch 124: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 167.32it/s, v_num=0]
Epoch 124: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 162.90it/s, v_num=0]
Epoch 124:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 125:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 125:   5%|▍         | 1/22 [00:00<00:00, 174.34it/s, v_num=0]
Epoch 125:   5%|▍         | 1/22 [00:00<00:00, 152.94it/s, v_num=0]
Epoch 125:   9%|β–‰         | 2/22 [00:00<00:00, 173.10it/s, v_num=0]
Epoch 125:   9%|β–‰         | 2/22 [00:00<00:00, 160.78it/s, v_num=0]
Epoch 125:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 169.66it/s, v_num=0]
Epoch 125:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 160.34it/s, v_num=0]
Epoch 125:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 172.14it/s, v_num=0]
Epoch 125:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 165.68it/s, v_num=0]
Epoch 125:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 166.71it/s, v_num=0]
Epoch 125:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 162.43it/s, v_num=0]
Epoch 125:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 168.66it/s, v_num=0]
Epoch 125:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 161.52it/s, v_num=0]
Epoch 125:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 167.87it/s, v_num=0]
Epoch 125:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 163.79it/s, v_num=0]
Epoch 125:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 169.36it/s, v_num=0]
Epoch 125:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 166.48it/s, v_num=0]
Epoch 125:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 171.70it/s, v_num=0]
Epoch 125:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 169.09it/s, v_num=0]
Epoch 125:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 173.88it/s, v_num=0]
Epoch 125:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 164.10it/s, v_num=0]
Epoch 125:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 166.92it/s, v_num=0]
Epoch 125:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 164.59it/s, v_num=0]
Epoch 125:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 168.36it/s, v_num=0]
Epoch 125:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 165.64it/s, v_num=0]
Epoch 125:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 168.15it/s, v_num=0]
Epoch 125:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 166.35it/s, v_num=0]
Epoch 125:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 169.94it/s, v_num=0]
Epoch 125:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 167.54it/s, v_num=0]
Epoch 125:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 169.83it/s, v_num=0]
Epoch 125:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 168.13it/s, v_num=0]
Epoch 125:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 169.16it/s, v_num=0]
Epoch 125:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 166.92it/s, v_num=0]
Epoch 125:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 168.61it/s, v_num=0]
Epoch 125:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 167.18it/s, v_num=0]
Epoch 125:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 169.01it/s, v_num=0]
Epoch 125:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 167.56it/s, v_num=0]
Epoch 125:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 168.76it/s, v_num=0]
Epoch 125:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 167.37it/s, v_num=0]
Epoch 125:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 168.37it/s, v_num=0]
Epoch 125:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 165.82it/s, v_num=0]
Epoch 125:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 167.25it/s, v_num=0]
Epoch 125:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 165.17it/s, v_num=0]
Epoch 125: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 166.74it/s, v_num=0]
Epoch 125: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 164.07it/s, v_num=0]
Epoch 125: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 162.78it/s, v_num=0]
Epoch 125:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 126:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 126:   5%|▍         | 1/22 [00:00<00:00, 156.63it/s, v_num=0]
Epoch 126:   5%|▍         | 1/22 [00:00<00:00, 118.22it/s, v_num=0]
Epoch 126:   9%|β–‰         | 2/22 [00:00<00:00, 142.70it/s, v_num=0]
Epoch 126:   9%|β–‰         | 2/22 [00:00<00:00, 130.55it/s, v_num=0]
Epoch 126:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 155.69it/s, v_num=0]
Epoch 126:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 145.25it/s, v_num=0]
Epoch 126:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 164.46it/s, v_num=0]
Epoch 126:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 150.03it/s, v_num=0]
Epoch 126:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 157.56it/s, v_num=0]
Epoch 126:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 153.25it/s, v_num=0]
Epoch 126:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 159.09it/s, v_num=0]
Epoch 126:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 155.57it/s, v_num=0]
Epoch 126:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 158.37it/s, v_num=0]
Epoch 126:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 154.99it/s, v_num=0]
Epoch 126:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 160.65it/s, v_num=0]
Epoch 126:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 156.47it/s, v_num=0]
Epoch 126:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 163.98it/s, v_num=0]
Epoch 126:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 160.01it/s, v_num=0]
Epoch 126:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 167.29it/s, v_num=0]
Epoch 126:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 163.76it/s, v_num=0]
Epoch 126:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 170.52it/s, v_num=0]
Epoch 126:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 166.99it/s, v_num=0]
Epoch 126:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 173.29it/s, v_num=0]
Epoch 126:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 170.27it/s, v_num=0]
Epoch 126:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 175.57it/s, v_num=0]
Epoch 126:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 172.77it/s, v_num=0]
Epoch 126:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 177.23it/s, v_num=0]
Epoch 126:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 174.91it/s, v_num=0]
Epoch 126:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 179.55it/s, v_num=0]
Epoch 126:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 177.16it/s, v_num=0]
Epoch 126:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 180.84it/s, v_num=0]
Epoch 126:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 178.29it/s, v_num=0]
Epoch 126:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 180.60it/s, v_num=0]
Epoch 126:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 178.58it/s, v_num=0]
Epoch 126:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 180.05it/s, v_num=0]
Epoch 126:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 178.01it/s, v_num=0]
Epoch 126:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 180.41it/s, v_num=0]
Epoch 126:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 178.13it/s, v_num=0]
Epoch 126:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 181.30it/s, v_num=0]
Epoch 126:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 179.50it/s, v_num=0]
Epoch 126:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 182.36it/s, v_num=0]
Epoch 126:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 180.54it/s, v_num=0]
Epoch 126: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 183.46it/s, v_num=0]
Epoch 126: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 181.80it/s, v_num=0]
Epoch 126: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 180.27it/s, v_num=0]
Epoch 126:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 127:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 127:   5%|▍         | 1/22 [00:00<00:00, 210.15it/s, v_num=0]
Epoch 127:   5%|▍         | 1/22 [00:00<00:00, 167.53it/s, v_num=0]
Epoch 127:   9%|β–‰         | 2/22 [00:00<00:00, 205.36it/s, v_num=0]
Epoch 127:   9%|β–‰         | 2/22 [00:00<00:00, 182.12it/s, v_num=0]
Epoch 127:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 203.72it/s, v_num=0]
Epoch 127:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 188.64it/s, v_num=0]
Epoch 127:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 201.64it/s, v_num=0]
Epoch 127:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 189.39it/s, v_num=0]
Epoch 127:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 196.86it/s, v_num=0]
Epoch 127:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 188.61it/s, v_num=0]
Epoch 127:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 194.45it/s, v_num=0]
Epoch 127:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 187.78it/s, v_num=0]
Epoch 127:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 180.79it/s, v_num=0]
Epoch 127:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 175.52it/s, v_num=0]
Epoch 127:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 183.43it/s, v_num=0]
Epoch 127:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 178.89it/s, v_num=0]
Epoch 127:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 184.34it/s, v_num=0]
Epoch 127:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 180.03it/s, v_num=0]
Epoch 127:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 185.48it/s, v_num=0]
Epoch 127:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 180.98it/s, v_num=0]
Epoch 127:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 188.08it/s, v_num=0]
Epoch 127:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 184.66it/s, v_num=0]
Epoch 127:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 189.28it/s, v_num=0]
Epoch 127:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 185.99it/s, v_num=0]
Epoch 127:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 190.28it/s, v_num=0]
Epoch 127:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 187.23it/s, v_num=0]
Epoch 127:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 191.17it/s, v_num=0]
Epoch 127:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 188.16it/s, v_num=0]
Epoch 127:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 192.17it/s, v_num=0]
Epoch 127:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 189.49it/s, v_num=0]
Epoch 127:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 192.90it/s, v_num=0]
Epoch 127:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 190.34it/s, v_num=0]
Epoch 127:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 193.91it/s, v_num=0]
Epoch 127:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 191.53it/s, v_num=0]
Epoch 127:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 195.13it/s, v_num=0]
Epoch 127:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 192.62it/s, v_num=0]
Epoch 127:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 195.17it/s, v_num=0]
Epoch 127:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 192.96it/s, v_num=0]
Epoch 127:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 195.39it/s, v_num=0]
Epoch 127:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 192.55it/s, v_num=0]
Epoch 127:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 192.81it/s, v_num=0]
Epoch 127:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 190.18it/s, v_num=0]
Epoch 127: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.32it/s, v_num=0]
Epoch 127: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 185.14it/s, v_num=0]
Epoch 127: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 182.83it/s, v_num=0]
Epoch 127:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 128:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 128:   5%|▍         | 1/22 [00:00<00:00, 117.07it/s, v_num=0]
Epoch 128:   5%|▍         | 1/22 [00:00<00:00, 102.80it/s, v_num=0]
Epoch 128:   9%|β–‰         | 2/22 [00:00<00:00, 149.13it/s, v_num=0]
Epoch 128:   9%|β–‰         | 2/22 [00:00<00:00, 137.41it/s, v_num=0]
Epoch 128:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 162.71it/s, v_num=0]
Epoch 128:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 153.27it/s, v_num=0]
Epoch 128:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 172.91it/s, v_num=0]
Epoch 128:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 164.76it/s, v_num=0]
Epoch 128:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 177.78it/s, v_num=0]
Epoch 128:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 169.51it/s, v_num=0]
Epoch 128:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 178.57it/s, v_num=0]
Epoch 128:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 172.42it/s, v_num=0]
Epoch 128:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 181.62it/s, v_num=0]
Epoch 128:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 176.43it/s, v_num=0]
Epoch 128:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.83it/s, v_num=0]
Epoch 128:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 180.03it/s, v_num=0]
Epoch 128:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 176.65it/s, v_num=0]
Epoch 128:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 172.86it/s, v_num=0]
Epoch 128:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 179.69it/s, v_num=0]
Epoch 128:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 175.39it/s, v_num=0]
Epoch 128:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 180.24it/s, v_num=0]
Epoch 128:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 176.54it/s, v_num=0]
Epoch 128:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 180.69it/s, v_num=0]
Epoch 128:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 177.46it/s, v_num=0]
Epoch 128:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 182.77it/s, v_num=0]
Epoch 128:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 179.87it/s, v_num=0]
Epoch 128:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 185.16it/s, v_num=0]
Epoch 128:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 182.38it/s, v_num=0]
Epoch 128:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 184.18it/s, v_num=0]
Epoch 128:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 181.63it/s, v_num=0]
Epoch 128:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 185.91it/s, v_num=0]
Epoch 128:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 183.51it/s, v_num=0]
Epoch 128:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 186.54it/s, v_num=0]
Epoch 128:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 184.22it/s, v_num=0]
Epoch 128:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 184.08it/s, v_num=0]
Epoch 128:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 180.34it/s, v_num=0]
Epoch 128:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 178.33it/s, v_num=0]
Epoch 128:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 170.18it/s, v_num=0]
Epoch 128:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 169.30it/s, v_num=0]
Epoch 128:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 166.40it/s, v_num=0]
Epoch 128:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 162.39it/s, v_num=0]
Epoch 128:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 160.12it/s, v_num=0]
Epoch 128: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 162.18it/s, v_num=0]
Epoch 128: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.65it/s, v_num=0]
Epoch 128: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.23it/s, v_num=0]
Epoch 128:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 129:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 129:   5%|▍         | 1/22 [00:00<00:00, 179.98it/s, v_num=0]
Epoch 129:   5%|▍         | 1/22 [00:00<00:00, 143.06it/s, v_num=0]
Epoch 129:   9%|β–‰         | 2/22 [00:00<00:00, 184.84it/s, v_num=0]
Epoch 129:   9%|β–‰         | 2/22 [00:00<00:00, 167.79it/s, v_num=0]
Epoch 129:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 190.22it/s, v_num=0]
Epoch 129:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 178.70it/s, v_num=0]
Epoch 129:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 187.20it/s, v_num=0]
Epoch 129:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 178.58it/s, v_num=0]
Epoch 129:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 187.30it/s, v_num=0]
Epoch 129:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 179.49it/s, v_num=0]
Epoch 129:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 190.90it/s, v_num=0]
Epoch 129:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 183.80it/s, v_num=0]
Epoch 129:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 191.14it/s, v_num=0]
Epoch 129:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 185.94it/s, v_num=0]
Epoch 129:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 193.26it/s, v_num=0]
Epoch 129:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 188.43it/s, v_num=0]
Epoch 129:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 194.86it/s, v_num=0]
Epoch 129:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 190.63it/s, v_num=0]
Epoch 129:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 188.10it/s, v_num=0]
Epoch 129:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 183.73it/s, v_num=0]
Epoch 129:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 189.24it/s, v_num=0]
Epoch 129:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 186.37it/s, v_num=0]
Epoch 129:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 190.51it/s, v_num=0]
Epoch 129:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 187.67it/s, v_num=0]
Epoch 129:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 186.41it/s, v_num=0]
Epoch 129:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 182.90it/s, v_num=0]
Epoch 129:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 186.86it/s, v_num=0]
Epoch 129:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 184.88it/s, v_num=0]
Epoch 129:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 187.78it/s, v_num=0]
Epoch 129:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 185.73it/s, v_num=0]
Epoch 129:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 185.46it/s, v_num=0]
Epoch 129:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 182.85it/s, v_num=0]
Epoch 129:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 186.58it/s, v_num=0]
Epoch 129:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 184.87it/s, v_num=0]
Epoch 129:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 187.81it/s, v_num=0]
Epoch 129:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 186.14it/s, v_num=0]
Epoch 129:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 188.85it/s, v_num=0]
Epoch 129:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 186.95it/s, v_num=0]
Epoch 129:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 190.17it/s, v_num=0]
Epoch 129:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 188.61it/s, v_num=0]
Epoch 129:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 190.15it/s, v_num=0]
Epoch 129:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 188.22it/s, v_num=0]
Epoch 129: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 190.50it/s, v_num=0]
Epoch 129: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.36it/s, v_num=0]
Epoch 129: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 185.95it/s, v_num=0]
Epoch 129:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 130:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 130:   5%|▍         | 1/22 [00:00<00:00, 117.48it/s, v_num=0]
Epoch 130:   5%|▍         | 1/22 [00:00<00:00, 106.75it/s, v_num=0]
Epoch 130:   9%|β–‰         | 2/22 [00:00<00:00, 140.97it/s, v_num=0]
Epoch 130:   9%|β–‰         | 2/22 [00:00<00:00, 123.14it/s, v_num=0]
Epoch 130:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 142.71it/s, v_num=0]
Epoch 130:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 128.16it/s, v_num=0]
Epoch 130:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 136.82it/s, v_num=0]
Epoch 130:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 133.24it/s, v_num=0]
Epoch 130:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 143.54it/s, v_num=0]
Epoch 130:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 140.38it/s, v_num=0]
Epoch 130:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 147.27it/s, v_num=0]
Epoch 130:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 144.60it/s, v_num=0]
Epoch 130:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 151.36it/s, v_num=0]
Epoch 130:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 148.91it/s, v_num=0]
Epoch 130:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 156.00it/s, v_num=0]
Epoch 130:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 151.35it/s, v_num=0]
Epoch 130:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 156.93it/s, v_num=0]
Epoch 130:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 152.57it/s, v_num=0]
Epoch 130:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 159.58it/s, v_num=0]
Epoch 130:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 155.78it/s, v_num=0]
Epoch 130:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 157.62it/s, v_num=0]
Epoch 130:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.83it/s, v_num=0]
Epoch 130:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 157.92it/s, v_num=0]
Epoch 130:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.99it/s, v_num=0]
Epoch 130:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 160.33it/s, v_num=0]
Epoch 130:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.76it/s, v_num=0]
Epoch 130:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 161.61it/s, v_num=0]
Epoch 130:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 159.42it/s, v_num=0]
Epoch 130:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 164.14it/s, v_num=0]
Epoch 130:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 162.22it/s, v_num=0]
Epoch 130:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 166.46it/s, v_num=0]
Epoch 130:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 163.78it/s, v_num=0]
Epoch 130:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 167.63it/s, v_num=0]
Epoch 130:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 165.29it/s, v_num=0]
Epoch 130:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 168.98it/s, v_num=0]
Epoch 130:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 167.22it/s, v_num=0]
Epoch 130:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 170.76it/s, v_num=0]
Epoch 130:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 169.15it/s, v_num=0]
Epoch 130:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 172.82it/s, v_num=0]
Epoch 130:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 170.99it/s, v_num=0]
Epoch 130:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 173.91it/s, v_num=0]
Epoch 130:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 171.96it/s, v_num=0]
Epoch 130: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 174.97it/s, v_num=0]
Epoch 130: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 173.04it/s, v_num=0]
Epoch 130: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 171.72it/s, v_num=0]
Epoch 130:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 131:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 131:   5%|▍         | 1/22 [00:00<00:00, 199.25it/s, v_num=0]
Epoch 131:   5%|▍         | 1/22 [00:00<00:00, 162.64it/s, v_num=0]
Epoch 131:   9%|β–‰         | 2/22 [00:00<00:00, 211.12it/s, v_num=0]
Epoch 131:   9%|β–‰         | 2/22 [00:00<00:00, 187.56it/s, v_num=0]
Epoch 131:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 212.21it/s, v_num=0]
Epoch 131:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 190.80it/s, v_num=0]
Epoch 131:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 201.29it/s, v_num=0]
Epoch 131:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 189.62it/s, v_num=0]
Epoch 131:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 204.08it/s, v_num=0]
Epoch 131:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 191.99it/s, v_num=0]
Epoch 131:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 202.07it/s, v_num=0]
Epoch 131:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 194.45it/s, v_num=0]
Epoch 131:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 201.43it/s, v_num=0]
Epoch 131:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 182.11it/s, v_num=0]
Epoch 131:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 182.83it/s, v_num=0]
Epoch 131:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 173.97it/s, v_num=0]
Epoch 131:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 175.85it/s, v_num=0]
Epoch 131:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 173.02it/s, v_num=0]
Epoch 131:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 175.26it/s, v_num=0]
Epoch 131:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 169.48it/s, v_num=0]
Epoch 131:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 171.72it/s, v_num=0]
Epoch 131:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 169.23it/s, v_num=0]
Epoch 131:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 171.42it/s, v_num=0]
Epoch 131:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 169.04it/s, v_num=0]
Epoch 131:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 172.70it/s, v_num=0]
Epoch 131:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 169.96it/s, v_num=0]
Epoch 131:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 174.07it/s, v_num=0]
Epoch 131:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 171.23it/s, v_num=0]
Epoch 131:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 175.21it/s, v_num=0]
Epoch 131:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 172.72it/s, v_num=0]
Epoch 131:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 177.27it/s, v_num=0]
Epoch 131:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 175.03it/s, v_num=0]
Epoch 131:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 179.35it/s, v_num=0]
Epoch 131:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 177.09it/s, v_num=0]
Epoch 131:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 180.19it/s, v_num=0]
Epoch 131:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 177.94it/s, v_num=0]
Epoch 131:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 176.88it/s, v_num=0]
Epoch 131:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 175.05it/s, v_num=0]
Epoch 131:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 178.25it/s, v_num=0]
Epoch 131:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 176.05it/s, v_num=0]
Epoch 131:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 178.99it/s, v_num=0]
Epoch 131:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 177.35it/s, v_num=0]
Epoch 131: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 180.53it/s, v_num=0]
Epoch 131: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 178.88it/s, v_num=0]
Epoch 131: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 177.24it/s, v_num=0]
Epoch 131:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 132:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 132:   5%|▍         | 1/22 [00:00<00:00, 205.84it/s, v_num=0]
Epoch 132:   5%|▍         | 1/22 [00:00<00:00, 167.09it/s, v_num=0]
Epoch 132:   9%|β–‰         | 2/22 [00:00<00:00, 181.33it/s, v_num=0]
Epoch 132:   9%|β–‰         | 2/22 [00:00<00:00, 163.28it/s, v_num=0]
Epoch 132:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 189.95it/s, v_num=0]
Epoch 132:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 175.41it/s, v_num=0]
Epoch 132:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 192.44it/s, v_num=0]
Epoch 132:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 182.03it/s, v_num=0]
Epoch 132:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 195.17it/s, v_num=0]
Epoch 132:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.99it/s, v_num=0]
Epoch 132:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 197.10it/s, v_num=0]
Epoch 132:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 190.12it/s, v_num=0]
Epoch 132:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 197.69it/s, v_num=0]
Epoch 132:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 191.70it/s, v_num=0]
Epoch 132:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 199.38it/s, v_num=0]
Epoch 132:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 193.71it/s, v_num=0]
Epoch 132:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 199.15it/s, v_num=0]
Epoch 132:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 194.31it/s, v_num=0]
Epoch 132:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 199.13it/s, v_num=0]
Epoch 132:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 194.87it/s, v_num=0]
Epoch 132:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 200.79it/s, v_num=0]
Epoch 132:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 196.70it/s, v_num=0]
Epoch 132:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 200.96it/s, v_num=0]
Epoch 132:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 197.10it/s, v_num=0]
Epoch 132:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 199.57it/s, v_num=0]
Epoch 132:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 195.07it/s, v_num=0]
Epoch 132:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 198.70it/s, v_num=0]
Epoch 132:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 195.49it/s, v_num=0]
Epoch 132:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 197.95it/s, v_num=0]
Epoch 132:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 194.97it/s, v_num=0]
Epoch 132:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 197.46it/s, v_num=0]
Epoch 132:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 194.64it/s, v_num=0]
Epoch 132:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 197.72it/s, v_num=0]
Epoch 132:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 195.00it/s, v_num=0]
Epoch 132:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 197.74it/s, v_num=0]
Epoch 132:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 195.23it/s, v_num=0]
Epoch 132:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 197.79it/s, v_num=0]
Epoch 132:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 195.40it/s, v_num=0]
Epoch 132:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 197.93it/s, v_num=0]
Epoch 132:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 195.63it/s, v_num=0]
Epoch 132:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 198.32it/s, v_num=0]
Epoch 132:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 196.18it/s, v_num=0]
Epoch 132: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 195.29it/s, v_num=0]
Epoch 132: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 193.14it/s, v_num=0]
Epoch 132: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.15it/s, v_num=0]
Epoch 132:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 133:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 133:   5%|▍         | 1/22 [00:00<00:00, 185.29it/s, v_num=0]
Epoch 133:   5%|▍         | 1/22 [00:00<00:00, 153.19it/s, v_num=0]
Epoch 133:   9%|β–‰         | 2/22 [00:00<00:00, 186.40it/s, v_num=0]
Epoch 133:   9%|β–‰         | 2/22 [00:00<00:00, 168.53it/s, v_num=0]
Epoch 133:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 195.43it/s, v_num=0]
Epoch 133:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 182.21it/s, v_num=0]
Epoch 133:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 195.17it/s, v_num=0]
Epoch 133:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 183.89it/s, v_num=0]
Epoch 133:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 193.86it/s, v_num=0]
Epoch 133:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 185.85it/s, v_num=0]
Epoch 133:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 195.42it/s, v_num=0]
Epoch 133:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 188.18it/s, v_num=0]
Epoch 133:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 196.26it/s, v_num=0]
Epoch 133:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 190.31it/s, v_num=0]
Epoch 133:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 196.77it/s, v_num=0]
Epoch 133:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 190.73it/s, v_num=0]
Epoch 133:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 195.65it/s, v_num=0]
Epoch 133:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 190.77it/s, v_num=0]
Epoch 133:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 195.91it/s, v_num=0]
Epoch 133:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 191.41it/s, v_num=0]
Epoch 133:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 179.72it/s, v_num=0]
Epoch 133:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 176.36it/s, v_num=0]
Epoch 133:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 179.20it/s, v_num=0]
Epoch 133:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 175.79it/s, v_num=0]
Epoch 133:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 178.81it/s, v_num=0]
Epoch 133:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 175.63it/s, v_num=0]
Epoch 133:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 179.44it/s, v_num=0]
Epoch 133:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 176.62it/s, v_num=0]
Epoch 133:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 179.75it/s, v_num=0]
Epoch 133:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 177.35it/s, v_num=0]
Epoch 133:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 180.42it/s, v_num=0]
Epoch 133:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 177.65it/s, v_num=0]
Epoch 133:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 179.43it/s, v_num=0]
Epoch 133:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 177.20it/s, v_num=0]
Epoch 133:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 180.51it/s, v_num=0]
Epoch 133:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 178.49it/s, v_num=0]
Epoch 133:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 180.33it/s, v_num=0]
Epoch 133:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 178.35it/s, v_num=0]
Epoch 133:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 181.39it/s, v_num=0]
Epoch 133:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 179.48it/s, v_num=0]
Epoch 133:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 182.29it/s, v_num=0]
Epoch 133:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 180.40it/s, v_num=0]
Epoch 133: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 182.87it/s, v_num=0]
Epoch 133: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 181.11it/s, v_num=0]
Epoch 133: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 179.08it/s, v_num=0]
Epoch 133:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 134:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 134:   5%|▍         | 1/22 [00:00<00:00, 215.83it/s, v_num=0]
Epoch 134:   5%|▍         | 1/22 [00:00<00:00, 169.45it/s, v_num=0]
Epoch 134:   9%|β–‰         | 2/22 [00:00<00:00, 202.99it/s, v_num=0]
Epoch 134:   9%|β–‰         | 2/22 [00:00<00:00, 181.20it/s, v_num=0]
Epoch 134:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 186.06it/s, v_num=0]
Epoch 134:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 173.75it/s, v_num=0]
Epoch 134:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 189.26it/s, v_num=0]
Epoch 134:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 179.65it/s, v_num=0]
Epoch 134:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.84it/s, v_num=0]
Epoch 134:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 179.07it/s, v_num=0]
Epoch 134:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 189.04it/s, v_num=0]
Epoch 134:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 182.45it/s, v_num=0]
Epoch 134:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 190.53it/s, v_num=0]
Epoch 134:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 184.72it/s, v_num=0]
Epoch 134:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 191.19it/s, v_num=0]
Epoch 134:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 185.79it/s, v_num=0]
Epoch 134:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.60it/s, v_num=0]
Epoch 134:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 187.00it/s, v_num=0]
Epoch 134:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.19it/s, v_num=0]
Epoch 134:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 188.02it/s, v_num=0]
Epoch 134:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 192.03it/s, v_num=0]
Epoch 134:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 188.01it/s, v_num=0]
Epoch 134:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 192.07it/s, v_num=0]
Epoch 134:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 188.54it/s, v_num=0]
Epoch 134:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 193.14it/s, v_num=0]
Epoch 134:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 189.66it/s, v_num=0]
Epoch 134:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 193.33it/s, v_num=0]
Epoch 134:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 190.11it/s, v_num=0]
Epoch 134:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.36it/s, v_num=0]
Epoch 134:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.55it/s, v_num=0]
Epoch 134:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 194.20it/s, v_num=0]
Epoch 134:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 191.49it/s, v_num=0]
Epoch 134:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 194.16it/s, v_num=0]
Epoch 134:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 191.22it/s, v_num=0]
Epoch 134:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 193.66it/s, v_num=0]
Epoch 134:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.06it/s, v_num=0]
Epoch 134:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 193.53it/s, v_num=0]
Epoch 134:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 191.22it/s, v_num=0]
Epoch 134:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 193.60it/s, v_num=0]
Epoch 134:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 191.34it/s, v_num=0]
Epoch 134:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 193.54it/s, v_num=0]
Epoch 134:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.47it/s, v_num=0]
Epoch 134: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 194.14it/s, v_num=0]
Epoch 134: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.96it/s, v_num=0]
Epoch 134: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 189.17it/s, v_num=0]
Epoch 134:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 135:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 135:   5%|▍         | 1/22 [00:00<00:00, 218.21it/s, v_num=0]
Epoch 135:   5%|▍         | 1/22 [00:00<00:00, 165.08it/s, v_num=0]
Epoch 135:   9%|β–‰         | 2/22 [00:00<00:00, 204.48it/s, v_num=0]
Epoch 135:   9%|β–‰         | 2/22 [00:00<00:00, 182.42it/s, v_num=0]
Epoch 135:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 203.76it/s, v_num=0]
Epoch 135:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 187.16it/s, v_num=0]
Epoch 135:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 199.51it/s, v_num=0]
Epoch 135:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 188.57it/s, v_num=0]
Epoch 135:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 202.12it/s, v_num=0]
Epoch 135:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 193.25it/s, v_num=0]
Epoch 135:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 201.58it/s, v_num=0]
Epoch 135:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 188.76it/s, v_num=0]
Epoch 135:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 198.29it/s, v_num=0]
Epoch 135:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 190.49it/s, v_num=0]
Epoch 135:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 197.84it/s, v_num=0]
Epoch 135:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 192.60it/s, v_num=0]
Epoch 135:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 199.02it/s, v_num=0]
Epoch 135:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 184.67it/s, v_num=0]
Epoch 135:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 187.24it/s, v_num=0]
Epoch 135:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 180.21it/s, v_num=0]
Epoch 135:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 182.16it/s, v_num=0]
Epoch 135:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 179.54it/s, v_num=0]
Epoch 135:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 178.83it/s, v_num=0]
Epoch 135:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 176.15it/s, v_num=0]
Epoch 135:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 180.85it/s, v_num=0]
Epoch 135:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 178.07it/s, v_num=0]
Epoch 135:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 180.66it/s, v_num=0]
Epoch 135:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 178.05it/s, v_num=0]
Epoch 135:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 181.98it/s, v_num=0]
Epoch 135:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 179.52it/s, v_num=0]
Epoch 135:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 182.15it/s, v_num=0]
Epoch 135:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 179.87it/s, v_num=0]
Epoch 135:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 182.69it/s, v_num=0]
Epoch 135:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 180.48it/s, v_num=0]
Epoch 135:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 182.14it/s, v_num=0]
Epoch 135:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 180.08it/s, v_num=0]
Epoch 135:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 182.77it/s, v_num=0]
Epoch 135:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 180.80it/s, v_num=0]
Epoch 135:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 182.50it/s, v_num=0]
Epoch 135:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 180.36it/s, v_num=0]
Epoch 135:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 182.83it/s, v_num=0]
Epoch 135:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 180.96it/s, v_num=0]
Epoch 135: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 182.79it/s, v_num=0]
Epoch 135: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 180.83it/s, v_num=0]
Epoch 135: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 179.28it/s, v_num=0]
Epoch 135:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 136:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 136:   5%|▍         | 1/22 [00:00<00:00, 120.87it/s, v_num=0]
Epoch 136:   5%|▍         | 1/22 [00:00<00:00, 102.24it/s, v_num=0]
Epoch 136:   9%|β–‰         | 2/22 [00:00<00:00, 143.01it/s, v_num=0]
Epoch 136:   9%|β–‰         | 2/22 [00:00<00:00, 133.50it/s, v_num=0]
Epoch 136:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 156.01it/s, v_num=0]
Epoch 136:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 149.62it/s, v_num=0]
Epoch 136:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 166.24it/s, v_num=0]
Epoch 136:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 149.93it/s, v_num=0]
Epoch 136:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 162.76it/s, v_num=0]
Epoch 136:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 158.08it/s, v_num=0]
Epoch 136:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 168.29it/s, v_num=0]
Epoch 136:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 163.14it/s, v_num=0]
Epoch 136:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 165.68it/s, v_num=0]
Epoch 136:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 158.02it/s, v_num=0]
Epoch 136:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 162.40it/s, v_num=0]
Epoch 136:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.80it/s, v_num=0]
Epoch 136:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 149.85it/s, v_num=0]
Epoch 136:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 144.64it/s, v_num=0]
Epoch 136:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 148.95it/s, v_num=0]
Epoch 136:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 146.43it/s, v_num=0]
Epoch 136:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 141.52it/s, v_num=0]
Epoch 136:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 138.77it/s, v_num=0]
Epoch 136:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 139.57it/s, v_num=0]
Epoch 136:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 137.87it/s, v_num=0]
Epoch 136:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 140.63it/s, v_num=0]
Epoch 136:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 137.90it/s, v_num=0]
Epoch 136:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 139.64it/s, v_num=0]
Epoch 136:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 138.10it/s, v_num=0]
Epoch 136:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 139.52it/s, v_num=0]
Epoch 136:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 135.64it/s, v_num=0]
Epoch 136:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 139.76it/s, v_num=0]
Epoch 136:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 137.77it/s, v_num=0]
Epoch 136:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 140.94it/s, v_num=0]
Epoch 136:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 138.86it/s, v_num=0]
Epoch 136:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 142.26it/s, v_num=0]
Epoch 136:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 140.63it/s, v_num=0]
Epoch 136:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 142.76it/s, v_num=0]
Epoch 136:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 141.39it/s, v_num=0]
Epoch 136:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 143.66it/s, v_num=0]
Epoch 136:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 142.35it/s, v_num=0]
Epoch 136:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 145.58it/s, v_num=0]
Epoch 136:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 144.43it/s, v_num=0]
Epoch 136: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.41it/s, v_num=0]
Epoch 136: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 146.31it/s, v_num=0]
Epoch 136: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 145.22it/s, v_num=0]
Epoch 136:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 137:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 137:   5%|▍         | 1/22 [00:00<00:00, 185.91it/s, v_num=0]
Epoch 137:   5%|▍         | 1/22 [00:00<00:00, 152.65it/s, v_num=0]
Epoch 137:   9%|β–‰         | 2/22 [00:00<00:00, 191.67it/s, v_num=0]
Epoch 137:   9%|β–‰         | 2/22 [00:00<00:00, 172.62it/s, v_num=0]
Epoch 137:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 193.23it/s, v_num=0]
Epoch 137:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 180.00it/s, v_num=0]
Epoch 137:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 194.53it/s, v_num=0]
Epoch 137:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 184.59it/s, v_num=0]
Epoch 137:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 196.06it/s, v_num=0]
Epoch 137:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 188.37it/s, v_num=0]
Epoch 137:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 195.91it/s, v_num=0]
Epoch 137:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 188.35it/s, v_num=0]
Epoch 137:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 195.77it/s, v_num=0]
Epoch 137:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 189.65it/s, v_num=0]
Epoch 137:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 196.42it/s, v_num=0]
Epoch 137:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 191.18it/s, v_num=0]
Epoch 137:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 197.25it/s, v_num=0]
Epoch 137:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.80it/s, v_num=0]
Epoch 137:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 198.24it/s, v_num=0]
Epoch 137:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 193.69it/s, v_num=0]
Epoch 137:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 198.71it/s, v_num=0]
Epoch 137:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 194.91it/s, v_num=0]
Epoch 137:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 200.02it/s, v_num=0]
Epoch 137:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 193.56it/s, v_num=0]
Epoch 137:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 197.31it/s, v_num=0]
Epoch 137:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 193.51it/s, v_num=0]
Epoch 137:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 197.04it/s, v_num=0]
Epoch 137:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 193.72it/s, v_num=0]
Epoch 137:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 196.57it/s, v_num=0]
Epoch 137:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.52it/s, v_num=0]
Epoch 137:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 196.93it/s, v_num=0]
Epoch 137:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 194.16it/s, v_num=0]
Epoch 137:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 195.92it/s, v_num=0]
Epoch 137:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 193.34it/s, v_num=0]
Epoch 137:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 196.89it/s, v_num=0]
Epoch 137:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 194.31it/s, v_num=0]
Epoch 137:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 196.46it/s, v_num=0]
Epoch 137:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 194.23it/s, v_num=0]
Epoch 137:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 196.80it/s, v_num=0]
Epoch 137:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 194.85it/s, v_num=0]
Epoch 137:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 196.62it/s, v_num=0]
Epoch 137:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 193.95it/s, v_num=0]
Epoch 137: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 196.80it/s, v_num=0]
Epoch 137: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 194.80it/s, v_num=0]
Epoch 137: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.75it/s, v_num=0]
Epoch 137:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 138:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 138:   5%|▍         | 1/22 [00:00<00:00, 226.80it/s, v_num=0]
Epoch 138:   5%|▍         | 1/22 [00:00<00:00, 165.24it/s, v_num=0]
Epoch 138:   9%|β–‰         | 2/22 [00:00<00:00, 204.10it/s, v_num=0]
Epoch 138:   9%|β–‰         | 2/22 [00:00<00:00, 184.09it/s, v_num=0]
Epoch 138:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 207.61it/s, v_num=0]
Epoch 138:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 149.82it/s, v_num=0]
Epoch 138:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 154.58it/s, v_num=0]
Epoch 138:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 142.64it/s, v_num=0]
Epoch 138:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 146.23it/s, v_num=0]
Epoch 138:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 142.94it/s, v_num=0]
Epoch 138:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 151.33it/s, v_num=0]
Epoch 138:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 146.97it/s, v_num=0]
Epoch 138:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 157.42it/s, v_num=0]
Epoch 138:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 153.51it/s, v_num=0]
Epoch 138:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 162.48it/s, v_num=0]
Epoch 138:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 159.10it/s, v_num=0]
Epoch 138:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 167.11it/s, v_num=0]
Epoch 138:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 162.64it/s, v_num=0]
Epoch 138:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 169.01it/s, v_num=0]
Epoch 138:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 165.77it/s, v_num=0]
Epoch 138:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 172.49it/s, v_num=0]
Epoch 138:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 169.62it/s, v_num=0]
Epoch 138:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 167.83it/s, v_num=0]
Epoch 138:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 165.02it/s, v_num=0]
Epoch 138:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 165.52it/s, v_num=0]
Epoch 138:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 163.76it/s, v_num=0]
Epoch 138:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 167.93it/s, v_num=0]
Epoch 138:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 165.82it/s, v_num=0]
Epoch 138:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 165.06it/s, v_num=0]
Epoch 138:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 162.30it/s, v_num=0]
Epoch 138:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 165.89it/s, v_num=0]
Epoch 138:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 163.88it/s, v_num=0]
Epoch 138:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 167.64it/s, v_num=0]
Epoch 138:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 158.88it/s, v_num=0]
Epoch 138:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 159.95it/s, v_num=0]
Epoch 138:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 156.89it/s, v_num=0]
Epoch 138:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 159.51it/s, v_num=0]
Epoch 138:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 158.33it/s, v_num=0]
Epoch 138:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 158.27it/s, v_num=0]
Epoch 138:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 156.95it/s, v_num=0]
Epoch 138:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 158.19it/s, v_num=0]
Epoch 138:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.06it/s, v_num=0]
Epoch 138: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.60it/s, v_num=0]
Epoch 138: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.56it/s, v_num=0]
Epoch 138: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.45it/s, v_num=0]
Epoch 138:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 139:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 139:   5%|▍         | 1/22 [00:00<00:00, 155.14it/s, v_num=0]
Epoch 139:   5%|▍         | 1/22 [00:00<00:00, 137.24it/s, v_num=0]
Epoch 139:   9%|β–‰         | 2/22 [00:00<00:00, 163.41it/s, v_num=0]
Epoch 139:   9%|β–‰         | 2/22 [00:00<00:00, 143.47it/s, v_num=0]
Epoch 139:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 166.49it/s, v_num=0]
Epoch 139:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 149.37it/s, v_num=0]
Epoch 139:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 165.09it/s, v_num=0]
Epoch 139:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 159.87it/s, v_num=0]
Epoch 139:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 167.09it/s, v_num=0]
Epoch 139:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 161.70it/s, v_num=0]
Epoch 139:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 163.57it/s, v_num=0]
Epoch 139:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 159.56it/s, v_num=0]
Epoch 139:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 162.93it/s, v_num=0]
Epoch 139:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 155.44it/s, v_num=0]
Epoch 139:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 156.68it/s, v_num=0]
Epoch 139:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 147.98it/s, v_num=0]
Epoch 139:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 152.97it/s, v_num=0]
Epoch 139:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 150.81it/s, v_num=0]
Epoch 139:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 154.26it/s, v_num=0]
Epoch 139:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 149.41it/s, v_num=0]
Epoch 139:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 152.56it/s, v_num=0]
Epoch 139:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 149.81it/s, v_num=0]
Epoch 139:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 153.31it/s, v_num=0]
Epoch 139:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 151.63it/s, v_num=0]
Epoch 139:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 153.26it/s, v_num=0]
Epoch 139:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.39it/s, v_num=0]
Epoch 139:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 154.17it/s, v_num=0]
Epoch 139:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 152.44it/s, v_num=0]
Epoch 139:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 155.09it/s, v_num=0]
Epoch 139:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 153.54it/s, v_num=0]
Epoch 139:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 155.63it/s, v_num=0]
Epoch 139:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 152.69it/s, v_num=0]
Epoch 139:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 155.62it/s, v_num=0]
Epoch 139:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 154.48it/s, v_num=0]
Epoch 139:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 156.15it/s, v_num=0]
Epoch 139:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 153.32it/s, v_num=0]
Epoch 139:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 157.15it/s, v_num=0]
Epoch 139:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 155.81it/s, v_num=0]
Epoch 139:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 158.15it/s, v_num=0]
Epoch 139:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 157.13it/s, v_num=0]
Epoch 139:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 158.00it/s, v_num=0]
Epoch 139:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 156.98it/s, v_num=0]
Epoch 139: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 139: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.77it/s, v_num=0]
Epoch 139: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.03it/s, v_num=0]
Epoch 139:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 140:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 140:   5%|▍         | 1/22 [00:00<00:00, 170.42it/s, v_num=0]
Epoch 140:   5%|▍         | 1/22 [00:00<00:00, 128.88it/s, v_num=0]
Epoch 140:   9%|β–‰         | 2/22 [00:00<00:00, 164.71it/s, v_num=0]
Epoch 140:   9%|β–‰         | 2/22 [00:00<00:00, 139.65it/s, v_num=0]
Epoch 140:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 159.96it/s, v_num=0]
Epoch 140:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 130.62it/s, v_num=0]
Epoch 140:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 137.89it/s, v_num=0]
Epoch 140:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 134.12it/s, v_num=0]
Epoch 140:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 139.23it/s, v_num=0]
Epoch 140:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 136.29it/s, v_num=0]
Epoch 140:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 139.72it/s, v_num=0]
Epoch 140:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 132.11it/s, v_num=0]
Epoch 140:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 138.53it/s, v_num=0]
Epoch 140:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 136.25it/s, v_num=0]
Epoch 140:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 140.78it/s, v_num=0]
Epoch 140:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 137.21it/s, v_num=0]
Epoch 140:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 142.32it/s, v_num=0]
Epoch 140:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 140.60it/s, v_num=0]
Epoch 140:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 144.97it/s, v_num=0]
Epoch 140:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 142.86it/s, v_num=0]
Epoch 140:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 144.78it/s, v_num=0]
Epoch 140:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 142.89it/s, v_num=0]
Epoch 140:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 146.59it/s, v_num=0]
Epoch 140:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 145.20it/s, v_num=0]
Epoch 140:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 148.01it/s, v_num=0]
Epoch 140:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 146.57it/s, v_num=0]
Epoch 140:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 148.38it/s, v_num=0]
Epoch 140:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 145.31it/s, v_num=0]
Epoch 140:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 149.47it/s, v_num=0]
Epoch 140:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 148.24it/s, v_num=0]
Epoch 140:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 148.12it/s, v_num=0]
Epoch 140:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 146.68it/s, v_num=0]
Epoch 140:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 148.91it/s, v_num=0]
Epoch 140:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 147.65it/s, v_num=0]
Epoch 140:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 149.70it/s, v_num=0]
Epoch 140:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 148.17it/s, v_num=0]
Epoch 140:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 149.32it/s, v_num=0]
Epoch 140:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 147.17it/s, v_num=0]
Epoch 140:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.05it/s, v_num=0]
Epoch 140:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 149.14it/s, v_num=0]
Epoch 140:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 148.10it/s, v_num=0]
Epoch 140:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 145.72it/s, v_num=0]
Epoch 140: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.83it/s, v_num=0]
Epoch 140: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 146.05it/s, v_num=0]
Epoch 140: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 144.06it/s, v_num=0]
Epoch 140:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 141:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 141:   5%|▍         | 1/22 [00:00<00:00, 145.75it/s, v_num=0]
Epoch 141:   5%|▍         | 1/22 [00:00<00:00, 111.15it/s, v_num=0]
Epoch 141:   9%|β–‰         | 2/22 [00:00<00:00, 144.49it/s, v_num=0]
Epoch 141:   9%|β–‰         | 2/22 [00:00<00:00, 126.89it/s, v_num=0]
Epoch 141:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 144.88it/s, v_num=0]
Epoch 141:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 139.62it/s, v_num=0]
Epoch 141:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 151.26it/s, v_num=0]
Epoch 141:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 146.68it/s, v_num=0]
Epoch 141:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 157.07it/s, v_num=0]
Epoch 141:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 153.09it/s, v_num=0]
Epoch 141:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 162.85it/s, v_num=0]
Epoch 141:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 158.29it/s, v_num=0]
Epoch 141:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 165.21it/s, v_num=0]
Epoch 141:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 162.17it/s, v_num=0]
Epoch 141:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 165.39it/s, v_num=0]
Epoch 141:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 157.27it/s, v_num=0]
Epoch 141:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 165.41it/s, v_num=0]
Epoch 141:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 162.93it/s, v_num=0]
Epoch 141:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 160.94it/s, v_num=0]
Epoch 141:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 157.81it/s, v_num=0]
Epoch 141:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 163.51it/s, v_num=0]
Epoch 141:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 159.77it/s, v_num=0]
Epoch 141:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 164.59it/s, v_num=0]
Epoch 141:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 161.86it/s, v_num=0]
Epoch 141:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 166.67it/s, v_num=0]
Epoch 141:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 163.76it/s, v_num=0]
Epoch 141:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 168.43it/s, v_num=0]
Epoch 141:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 165.89it/s, v_num=0]
Epoch 141:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 169.46it/s, v_num=0]
Epoch 141:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 167.08it/s, v_num=0]
Epoch 141:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 169.51it/s, v_num=0]
Epoch 141:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 167.24it/s, v_num=0]
Epoch 141:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 171.03it/s, v_num=0]
Epoch 141:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 168.81it/s, v_num=0]
Epoch 141:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 172.15it/s, v_num=0]
Epoch 141:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 169.71it/s, v_num=0]
Epoch 141:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 171.75it/s, v_num=0]
Epoch 141:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 169.85it/s, v_num=0]
Epoch 141:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 172.86it/s, v_num=0]
Epoch 141:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 171.07it/s, v_num=0]
Epoch 141:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 173.70it/s, v_num=0]
Epoch 141:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 171.93it/s, v_num=0]
Epoch 141: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 174.33it/s, v_num=0]
Epoch 141: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 172.63it/s, v_num=0]
Epoch 141: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 170.77it/s, v_num=0]
Epoch 141:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 142:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 142:   5%|▍         | 1/22 [00:00<00:00, 196.14it/s, v_num=0]
Epoch 142:   5%|▍         | 1/22 [00:00<00:00, 155.32it/s, v_num=0]
Epoch 142:   9%|β–‰         | 2/22 [00:00<00:00, 192.51it/s, v_num=0]
Epoch 142:   9%|β–‰         | 2/22 [00:00<00:00, 170.61it/s, v_num=0]
Epoch 142:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 189.90it/s, v_num=0]
Epoch 142:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 172.72it/s, v_num=0]
Epoch 142:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 189.58it/s, v_num=0]
Epoch 142:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 179.28it/s, v_num=0]
Epoch 142:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 181.99it/s, v_num=0]
Epoch 142:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 176.71it/s, v_num=0]
Epoch 142:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 180.75it/s, v_num=0]
Epoch 142:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 176.44it/s, v_num=0]
Epoch 142:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 162.04it/s, v_num=0]
Epoch 142:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 152.98it/s, v_num=0]
Epoch 142:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 157.79it/s, v_num=0]
Epoch 142:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 154.94it/s, v_num=0]
Epoch 142:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 157.85it/s, v_num=0]
Epoch 142:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 155.38it/s, v_num=0]
Epoch 142:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.46it/s, v_num=0]
Epoch 142:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.17it/s, v_num=0]
Epoch 142:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 157.36it/s, v_num=0]
Epoch 142:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 154.60it/s, v_num=0]
Epoch 142:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.23it/s, v_num=0]
Epoch 142:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 155.98it/s, v_num=0]
Epoch 142:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 158.39it/s, v_num=0]
Epoch 142:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 154.62it/s, v_num=0]
Epoch 142:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 157.56it/s, v_num=0]
Epoch 142:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 153.63it/s, v_num=0]
Epoch 142:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 157.04it/s, v_num=0]
Epoch 142:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 153.77it/s, v_num=0]
Epoch 142:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.39it/s, v_num=0]
Epoch 142:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 153.17it/s, v_num=0]
Epoch 142:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 155.56it/s, v_num=0]
Epoch 142:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 154.41it/s, v_num=0]
Epoch 142:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 156.41it/s, v_num=0]
Epoch 142:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 155.31it/s, v_num=0]
Epoch 142:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 156.70it/s, v_num=0]
Epoch 142:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 155.72it/s, v_num=0]
Epoch 142:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 157.41it/s, v_num=0]
Epoch 142:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 156.43it/s, v_num=0]
Epoch 142:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.72it/s, v_num=0]
Epoch 142:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 156.64it/s, v_num=0]
Epoch 142: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.23it/s, v_num=0]
Epoch 142: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.70it/s, v_num=0]
Epoch 142: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.29it/s, v_num=0]
Epoch 142:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 143:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 143:   5%|▍         | 1/22 [00:00<00:00, 151.42it/s, v_num=0]
Epoch 143:   5%|▍         | 1/22 [00:00<00:00, 132.82it/s, v_num=0]
Epoch 143:   9%|β–‰         | 2/22 [00:00<00:00, 152.76it/s, v_num=0]
Epoch 143:   9%|β–‰         | 2/22 [00:00<00:00, 129.52it/s, v_num=0]
Epoch 143:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 150.09it/s, v_num=0]
Epoch 143:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 144.21it/s, v_num=0]
Epoch 143:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 153.21it/s, v_num=0]
Epoch 143:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 148.48it/s, v_num=0]
Epoch 143:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 149.26it/s, v_num=0]
Epoch 143:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 144.36it/s, v_num=0]
Epoch 143:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 152.03it/s, v_num=0]
Epoch 143:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 148.81it/s, v_num=0]
Epoch 143:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 155.48it/s, v_num=0]
Epoch 143:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 152.47it/s, v_num=0]
Epoch 143:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 157.77it/s, v_num=0]
Epoch 143:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 154.47it/s, v_num=0]
Epoch 143:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 156.56it/s, v_num=0]
Epoch 143:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 153.69it/s, v_num=0]
Epoch 143:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 151.54it/s, v_num=0]
Epoch 143:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 149.31it/s, v_num=0]
Epoch 143:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 152.87it/s, v_num=0]
Epoch 143:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 150.91it/s, v_num=0]
Epoch 143:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 148.41it/s, v_num=0]
Epoch 143:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 146.64it/s, v_num=0]
Epoch 143:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 149.09it/s, v_num=0]
Epoch 143:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 147.53it/s, v_num=0]
Epoch 143:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 150.80it/s, v_num=0]
Epoch 143:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 147.73it/s, v_num=0]
Epoch 143:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 150.26it/s, v_num=0]
Epoch 143:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 148.78it/s, v_num=0]
Epoch 143:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 150.27it/s, v_num=0]
Epoch 143:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 145.76it/s, v_num=0]
Epoch 143:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 148.98it/s, v_num=0]
Epoch 143:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 147.89it/s, v_num=0]
Epoch 143:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 139.46it/s, v_num=0]
Epoch 143:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 133.92it/s, v_num=0]
Epoch 143:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 137.14it/s, v_num=0]
Epoch 143:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 136.15it/s, v_num=0]
Epoch 143:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 139.07it/s, v_num=0]
Epoch 143:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 138.23it/s, v_num=0]
Epoch 143:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 140.95it/s, v_num=0]
Epoch 143:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 140.07it/s, v_num=0]
Epoch 143: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 142.93it/s, v_num=0]
Epoch 143: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 142.08it/s, v_num=0]
Epoch 143: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 140.97it/s, v_num=0]
Epoch 143:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 144:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 144:   5%|▍         | 1/22 [00:00<00:00, 179.03it/s, v_num=0]
Epoch 144:   5%|▍         | 1/22 [00:00<00:00, 153.38it/s, v_num=0]
Epoch 144:   9%|β–‰         | 2/22 [00:00<00:00, 183.52it/s, v_num=0]
Epoch 144:   9%|β–‰         | 2/22 [00:00<00:00, 169.28it/s, v_num=0]
Epoch 144:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 164.04it/s, v_num=0]
Epoch 144:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 154.32it/s, v_num=0]
Epoch 144:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 162.85it/s, v_num=0]
Epoch 144:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 156.55it/s, v_num=0]
Epoch 144:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 166.22it/s, v_num=0]
Epoch 144:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 160.98it/s, v_num=0]
Epoch 144:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 168.60it/s, v_num=0]
Epoch 144:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 163.89it/s, v_num=0]
Epoch 144:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 171.26it/s, v_num=0]
Epoch 144:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 162.14it/s, v_num=0]
Epoch 144:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 165.98it/s, v_num=0]
Epoch 144:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 162.32it/s, v_num=0]
Epoch 144:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 166.78it/s, v_num=0]
Epoch 144:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 162.30it/s, v_num=0]
Epoch 144:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 162.35it/s, v_num=0]
Epoch 144:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.89it/s, v_num=0]
Epoch 144:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 161.83it/s, v_num=0]
Epoch 144:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 159.23it/s, v_num=0]
Epoch 144:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 160.85it/s, v_num=0]
Epoch 144:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.11it/s, v_num=0]
Epoch 144:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 161.57it/s, v_num=0]
Epoch 144:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 159.28it/s, v_num=0]
Epoch 144:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 159.71it/s, v_num=0]
Epoch 144:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 157.91it/s, v_num=0]
Epoch 144:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 160.38it/s, v_num=0]
Epoch 144:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 158.21it/s, v_num=0]
Epoch 144:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 159.96it/s, v_num=0]
Epoch 144:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 158.41it/s, v_num=0]
Epoch 144:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 161.50it/s, v_num=0]
Epoch 144:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 157.74it/s, v_num=0]
Epoch 144:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 160.97it/s, v_num=0]
Epoch 144:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 159.41it/s, v_num=0]
Epoch 144:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 161.57it/s, v_num=0]
Epoch 144:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 160.42it/s, v_num=0]
Epoch 144:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 163.64it/s, v_num=0]
Epoch 144:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 161.91it/s, v_num=0]
Epoch 144:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 163.38it/s, v_num=0]
Epoch 144:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 162.28it/s, v_num=0]
Epoch 144: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 164.39it/s, v_num=0]
Epoch 144: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 163.38it/s, v_num=0]
Epoch 144: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 161.87it/s, v_num=0]
Epoch 144:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 145:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 145:   5%|▍         | 1/22 [00:00<00:00, 204.65it/s, v_num=0]
Epoch 145:   5%|▍         | 1/22 [00:00<00:00, 158.82it/s, v_num=0]
Epoch 145:   9%|β–‰         | 2/22 [00:00<00:00, 193.69it/s, v_num=0]
Epoch 145:   9%|β–‰         | 2/22 [00:00<00:00, 172.97it/s, v_num=0]
Epoch 145:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 187.52it/s, v_num=0]
Epoch 145:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 173.41it/s, v_num=0]
Epoch 145:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 183.00it/s, v_num=0]
Epoch 145:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 175.50it/s, v_num=0]
Epoch 145:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 183.50it/s, v_num=0]
Epoch 145:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 171.98it/s, v_num=0]
Epoch 145:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 180.56it/s, v_num=0]
Epoch 145:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 174.24it/s, v_num=0]
Epoch 145:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 180.06it/s, v_num=0]
Epoch 145:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 176.21it/s, v_num=0]
Epoch 145:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 182.88it/s, v_num=0]
Epoch 145:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 178.75it/s, v_num=0]
Epoch 145:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 184.58it/s, v_num=0]
Epoch 145:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 180.09it/s, v_num=0]
Epoch 145:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 186.72it/s, v_num=0]
Epoch 145:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 182.31it/s, v_num=0]
Epoch 145:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 178.16it/s, v_num=0]
Epoch 145:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 175.77it/s, v_num=0]
Epoch 145:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 180.63it/s, v_num=0]
Epoch 145:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 177.51it/s, v_num=0]
Epoch 145:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 182.19it/s, v_num=0]
Epoch 145:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 178.48it/s, v_num=0]
Epoch 145:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 181.89it/s, v_num=0]
Epoch 145:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 179.20it/s, v_num=0]
Epoch 145:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 181.44it/s, v_num=0]
Epoch 145:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 179.54it/s, v_num=0]
Epoch 145:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 181.37it/s, v_num=0]
Epoch 145:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 179.20it/s, v_num=0]
Epoch 145:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 181.78it/s, v_num=0]
Epoch 145:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 180.08it/s, v_num=0]
Epoch 145:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 182.38it/s, v_num=0]
Epoch 145:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 180.82it/s, v_num=0]
Epoch 145:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 183.61it/s, v_num=0]
Epoch 145:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 181.83it/s, v_num=0]
Epoch 145:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 182.98it/s, v_num=0]
Epoch 145:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 181.53it/s, v_num=0]
Epoch 145:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 183.46it/s, v_num=0]
Epoch 145:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 182.15it/s, v_num=0]
Epoch 145: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 182.34it/s, v_num=0]
Epoch 145: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 181.16it/s, v_num=0]
Epoch 145: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 176.71it/s, v_num=0]
Epoch 145:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 146:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 146:   5%|▍         | 1/22 [00:00<00:00, 156.61it/s, v_num=0]
Epoch 146:   5%|▍         | 1/22 [00:00<00:00, 110.76it/s, v_num=0]
Epoch 146:   9%|β–‰         | 2/22 [00:00<00:00, 150.50it/s, v_num=0]
Epoch 146:   9%|β–‰         | 2/22 [00:00<00:00, 140.21it/s, v_num=0]
Epoch 146:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 150.38it/s, v_num=0]
Epoch 146:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 136.86it/s, v_num=0]
Epoch 146:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 143.05it/s, v_num=0]
Epoch 146:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 132.90it/s, v_num=0]
Epoch 146:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 144.58it/s, v_num=0]
Epoch 146:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 135.65it/s, v_num=0]
Epoch 146:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 144.68it/s, v_num=0]
Epoch 146:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 137.04it/s, v_num=0]
Epoch 146:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 142.40it/s, v_num=0]
Epoch 146:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 136.74it/s, v_num=0]
Epoch 146:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 142.37it/s, v_num=0]
Epoch 146:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 136.10it/s, v_num=0]
Epoch 146:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 141.65it/s, v_num=0]
Epoch 146:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 139.82it/s, v_num=0]
Epoch 146:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 143.18it/s, v_num=0]
Epoch 146:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 140.24it/s, v_num=0]
Epoch 146:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 139.85it/s, v_num=0]
Epoch 146:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 137.97it/s, v_num=0]
Epoch 146:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 140.96it/s, v_num=0]
Epoch 146:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 133.07it/s, v_num=0]
Epoch 146:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 136.00it/s, v_num=0]
Epoch 146:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 134.65it/s, v_num=0]
Epoch 146:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 136.44it/s, v_num=0]
Epoch 146:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 135.30it/s, v_num=0]
Epoch 146:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 132.57it/s, v_num=0]
Epoch 146:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 131.60it/s, v_num=0]
Epoch 146:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 132.01it/s, v_num=0]
Epoch 146:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 129.31it/s, v_num=0]
Epoch 146:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 132.07it/s, v_num=0]
Epoch 146:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 129.63it/s, v_num=0]
Epoch 146:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 132.62it/s, v_num=0]
Epoch 146:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 131.83it/s, v_num=0]
Epoch 146:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 133.44it/s, v_num=0]
Epoch 146:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 132.65it/s, v_num=0]
Epoch 146:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 135.11it/s, v_num=0]
Epoch 146:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 134.07it/s, v_num=0]
Epoch 146:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 137.17it/s, v_num=0]
Epoch 146:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 136.27it/s, v_num=0]
Epoch 146: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 138.28it/s, v_num=0]
Epoch 146: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 136.96it/s, v_num=0]
Epoch 146: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 135.07it/s, v_num=0]
Epoch 146:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 147:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 147:   5%|▍         | 1/22 [00:00<00:00, 133.91it/s, v_num=0]
Epoch 147:   5%|▍         | 1/22 [00:00<00:00, 120.10it/s, v_num=0]
Epoch 147:   9%|β–‰         | 2/22 [00:00<00:00, 143.96it/s, v_num=0]
Epoch 147:   9%|β–‰         | 2/22 [00:00<00:00, 123.97it/s, v_num=0]
Epoch 147:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 137.35it/s, v_num=0]
Epoch 147:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 124.40it/s, v_num=0]
Epoch 147:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 138.55it/s, v_num=0]
Epoch 147:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 133.91it/s, v_num=0]
Epoch 147:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 140.23it/s, v_num=0]
Epoch 147:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 136.47it/s, v_num=0]
Epoch 147:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 140.48it/s, v_num=0]
Epoch 147:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 133.68it/s, v_num=0]
Epoch 147:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 140.52it/s, v_num=0]
Epoch 147:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 138.19it/s, v_num=0]
Epoch 147:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 142.10it/s, v_num=0]
Epoch 147:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 139.89it/s, v_num=0]
Epoch 147:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 134.76it/s, v_num=0]
Epoch 147:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 129.49it/s, v_num=0]
Epoch 147:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 132.97it/s, v_num=0]
Epoch 147:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 131.33it/s, v_num=0]
Epoch 147:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 134.21it/s, v_num=0]
Epoch 147:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 132.71it/s, v_num=0]
Epoch 147:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 136.22it/s, v_num=0]
Epoch 147:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 134.51it/s, v_num=0]
Epoch 147:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 137.17it/s, v_num=0]
Epoch 147:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 135.89it/s, v_num=0]
Epoch 147:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 138.55it/s, v_num=0]
Epoch 147:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 134.76it/s, v_num=0]
Epoch 147:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 138.70it/s, v_num=0]
Epoch 147:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 136.10it/s, v_num=0]
Epoch 147:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 139.03it/s, v_num=0]
Epoch 147:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 137.93it/s, v_num=0]
Epoch 147:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 137.96it/s, v_num=0]
Epoch 147:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 136.70it/s, v_num=0]
Epoch 147:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 138.92it/s, v_num=0]
Epoch 147:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 136.37it/s, v_num=0]
Epoch 147:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 139.04it/s, v_num=0]
Epoch 147:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 138.06it/s, v_num=0]
Epoch 147:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 139.68it/s, v_num=0]
Epoch 147:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 138.83it/s, v_num=0]
Epoch 147:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 140.87it/s, v_num=0]
Epoch 147:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 140.13it/s, v_num=0]
Epoch 147: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 141.80it/s, v_num=0]
Epoch 147: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 141.03it/s, v_num=0]
Epoch 147: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 139.01it/s, v_num=0]
Epoch 147:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 148:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 148:   5%|▍         | 1/22 [00:00<00:00, 136.45it/s, v_num=0]
Epoch 148:   5%|▍         | 1/22 [00:00<00:00, 118.18it/s, v_num=0]
Epoch 148:   9%|β–‰         | 2/22 [00:00<00:00, 149.97it/s, v_num=0]
Epoch 148:   9%|β–‰         | 2/22 [00:00<00:00, 141.08it/s, v_num=0]
Epoch 148:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 154.67it/s, v_num=0]
Epoch 148:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 148.07it/s, v_num=0]
Epoch 148:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 158.51it/s, v_num=0]
Epoch 148:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 152.16it/s, v_num=0]
Epoch 148:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 157.09it/s, v_num=0]
Epoch 148:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 153.17it/s, v_num=0]
Epoch 148:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 159.85it/s, v_num=0]
Epoch 148:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 151.53it/s, v_num=0]
Epoch 148:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 153.20it/s, v_num=0]
Epoch 148:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 144.42it/s, v_num=0]
Epoch 148:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 150.79it/s, v_num=0]
Epoch 148:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 148.18it/s, v_num=0]
Epoch 148:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 150.15it/s, v_num=0]
Epoch 148:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 145.87it/s, v_num=0]
Epoch 148:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 151.04it/s, v_num=0]
Epoch 148:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 149.19it/s, v_num=0]
Epoch 148:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 152.66it/s, v_num=0]
Epoch 148:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 148.23it/s, v_num=0]
Epoch 148:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 152.92it/s, v_num=0]
Epoch 148:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 151.21it/s, v_num=0]
Epoch 148:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 148:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 152.64it/s, v_num=0]
Epoch 148:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 155.02it/s, v_num=0]
Epoch 148:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 151.77it/s, v_num=0]
Epoch 148:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 155.91it/s, v_num=0]
Epoch 148:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 152.92it/s, v_num=0]
Epoch 148:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.75it/s, v_num=0]
Epoch 148:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 153.51it/s, v_num=0]
Epoch 148:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 152.07it/s, v_num=0]
Epoch 148:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 150.80it/s, v_num=0]
Epoch 148:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 153.51it/s, v_num=0]
Epoch 148:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 152.47it/s, v_num=0]
Epoch 148:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 153.76it/s, v_num=0]
Epoch 148:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.77it/s, v_num=0]
Epoch 148:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 155.86it/s, v_num=0]
Epoch 148:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 153.33it/s, v_num=0]
Epoch 148:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 155.26it/s, v_num=0]
Epoch 148:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 152.82it/s, v_num=0]
Epoch 148: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.04it/s, v_num=0]
Epoch 148: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.13it/s, v_num=0]
Epoch 148: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.28it/s, v_num=0]
Epoch 148:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 149:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 149:   5%|▍         | 1/22 [00:00<00:00, 164.28it/s, v_num=0]
Epoch 149:   5%|▍         | 1/22 [00:00<00:00, 124.46it/s, v_num=0]
Epoch 149:   9%|β–‰         | 2/22 [00:00<00:00, 154.25it/s, v_num=0]
Epoch 149:   9%|β–‰         | 2/22 [00:00<00:00, 133.49it/s, v_num=0]
Epoch 149:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 147.58it/s, v_num=0]
Epoch 149:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 141.08it/s, v_num=0]
Epoch 149:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 152.17it/s, v_num=0]
Epoch 149:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 147.54it/s, v_num=0]
Epoch 149:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 154.44it/s, v_num=0]
Epoch 149:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 150.07it/s, v_num=0]
Epoch 149:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 156.04it/s, v_num=0]
Epoch 149:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 147.69it/s, v_num=0]
Epoch 149:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 154.20it/s, v_num=0]
Epoch 149:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 151.33it/s, v_num=0]
Epoch 149:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.04it/s, v_num=0]
Epoch 149:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 149.13it/s, v_num=0]
Epoch 149:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.77it/s, v_num=0]
Epoch 149:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 152.42it/s, v_num=0]
Epoch 149:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 152.41it/s, v_num=0]
Epoch 149:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 150.00it/s, v_num=0]
Epoch 149:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 150.82it/s, v_num=0]
Epoch 149:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 146.89it/s, v_num=0]
Epoch 149:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 150.58it/s, v_num=0]
Epoch 149:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 148.73it/s, v_num=0]
Epoch 149:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.61it/s, v_num=0]
Epoch 149:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 150.23it/s, v_num=0]
Epoch 149:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 151.73it/s, v_num=0]
Epoch 149:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 150.06it/s, v_num=0]
Epoch 149:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 152.77it/s, v_num=0]
Epoch 149:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 151.42it/s, v_num=0]
Epoch 149:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 153.98it/s, v_num=0]
Epoch 149:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 152.84it/s, v_num=0]
Epoch 149:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 155.23it/s, v_num=0]
Epoch 149:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 154.16it/s, v_num=0]
Epoch 149:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 157.56it/s, v_num=0]
Epoch 149:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 154.80it/s, v_num=0]
Epoch 149:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 157.51it/s, v_num=0]
Epoch 149:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 156.28it/s, v_num=0]
Epoch 149:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 158.24it/s, v_num=0]
Epoch 149:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 155.49it/s, v_num=0]
Epoch 149:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.02it/s, v_num=0]
Epoch 149:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 155.98it/s, v_num=0]
Epoch 149: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.55it/s, v_num=0]
Epoch 149: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.64it/s, v_num=0]
Epoch 149: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 145.63it/s, v_num=0]
Epoch 149:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 150:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 150:   5%|▍         | 1/22 [00:00<00:00, 128.94it/s, v_num=0]
Epoch 150:   5%|▍         | 1/22 [00:00<00:00, 100.73it/s, v_num=0]
Epoch 150:   9%|β–‰         | 2/22 [00:00<00:00, 133.11it/s, v_num=0]
Epoch 150:   9%|β–‰         | 2/22 [00:00<00:00, 125.92it/s, v_num=0]
Epoch 150:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 139.01it/s, v_num=0]
Epoch 150:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 133.17it/s, v_num=0]
Epoch 150:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 144.04it/s, v_num=0]
Epoch 150:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 134.47it/s, v_num=0]
Epoch 150:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 144.60it/s, v_num=0]
Epoch 150:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 140.72it/s, v_num=0]
Epoch 150:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 147.71it/s, v_num=0]
Epoch 150:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 144.85it/s, v_num=0]
Epoch 150:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 149.72it/s, v_num=0]
Epoch 150:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 147.09it/s, v_num=0]
Epoch 150:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 152.21it/s, v_num=0]
Epoch 150:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 149.85it/s, v_num=0]
Epoch 150:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 156.97it/s, v_num=0]
Epoch 150:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.75it/s, v_num=0]
Epoch 150:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.20it/s, v_num=0]
Epoch 150:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.24it/s, v_num=0]
Epoch 150:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 160.06it/s, v_num=0]
Epoch 150:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 150:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.19it/s, v_num=0]
Epoch 150:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 150:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.68it/s, v_num=0]
Epoch 150:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 154.15it/s, v_num=0]
Epoch 150:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 157.66it/s, v_num=0]
Epoch 150:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 154.33it/s, v_num=0]
Epoch 150:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 158.81it/s, v_num=0]
Epoch 150:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 157.36it/s, v_num=0]
Epoch 150:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 159.39it/s, v_num=0]
Epoch 150:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.29it/s, v_num=0]
Epoch 150:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 160.71it/s, v_num=0]
Epoch 150:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 159.34it/s, v_num=0]
Epoch 150:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 161.68it/s, v_num=0]
Epoch 150:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 160.55it/s, v_num=0]
Epoch 150:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 160.99it/s, v_num=0]
Epoch 150:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 159.74it/s, v_num=0]
Epoch 150:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 160.64it/s, v_num=0]
Epoch 150:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 157.82it/s, v_num=0]
Epoch 150:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 160.34it/s, v_num=0]
Epoch 150:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 159.20it/s, v_num=0]
Epoch 150: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.78it/s, v_num=0]
Epoch 150: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.73it/s, v_num=0]
Epoch 150: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.50it/s, v_num=0]
Epoch 150:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 151:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 151:   5%|▍         | 1/22 [00:00<00:00, 65.90it/s, v_num=0]
Epoch 151:   5%|▍         | 1/22 [00:00<00:00, 53.40it/s, v_num=0]
Epoch 151:   9%|β–‰         | 2/22 [00:00<00:00, 81.94it/s, v_num=0]
Epoch 151:   9%|β–‰         | 2/22 [00:00<00:00, 75.45it/s, v_num=0]
Epoch 151:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 97.15it/s, v_num=0]
Epoch 151:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 94.69it/s, v_num=0]
Epoch 151:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 107.25it/s, v_num=0]
Epoch 151:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 104.84it/s, v_num=0]
Epoch 151:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 115.46it/s, v_num=0]
Epoch 151:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 112.89it/s, v_num=0]
Epoch 151:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 120.17it/s, v_num=0]
Epoch 151:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 115.24it/s, v_num=0]
Epoch 151:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 123.27it/s, v_num=0]
Epoch 151:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 121.36it/s, v_num=0]
Epoch 151:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 128.01it/s, v_num=0]
Epoch 151:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 126.19it/s, v_num=0]
Epoch 151:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 130.52it/s, v_num=0]
Epoch 151:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 128.95it/s, v_num=0]
Epoch 151:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 129.80it/s, v_num=0]
Epoch 151:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 126.49it/s, v_num=0]
Epoch 151:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 131.30it/s, v_num=0]
Epoch 151:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 129.96it/s, v_num=0]
Epoch 151:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 127.98it/s, v_num=0]
Epoch 151:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 126.79it/s, v_num=0]
Epoch 151:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 130.97it/s, v_num=0]
Epoch 151:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 129.77it/s, v_num=0]
Epoch 151:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 133.57it/s, v_num=0]
Epoch 151:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 132.33it/s, v_num=0]
Epoch 151:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 134.71it/s, v_num=0]
Epoch 151:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 133.77it/s, v_num=0]
Epoch 151:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 137.32it/s, v_num=0]
Epoch 151:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 136.21it/s, v_num=0]
Epoch 151:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 139.37it/s, v_num=0]
Epoch 151:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 138.36it/s, v_num=0]
Epoch 151:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 140.55it/s, v_num=0]
Epoch 151:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 138.35it/s, v_num=0]
Epoch 151:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 140.81it/s, v_num=0]
Epoch 151:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 139.71it/s, v_num=0]
Epoch 151:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 141.76it/s, v_num=0]
Epoch 151:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 140.90it/s, v_num=0]
Epoch 151:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 142.94it/s, v_num=0]
Epoch 151:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 142.12it/s, v_num=0]
Epoch 151: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 143.96it/s, v_num=0]
Epoch 151: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 142.61it/s, v_num=0]
Epoch 151: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 139.78it/s, v_num=0]
Epoch 151:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 152:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 152:   5%|▍         | 1/22 [00:00<00:00, 174.32it/s, v_num=0]
Epoch 152:   5%|▍         | 1/22 [00:00<00:00, 131.20it/s, v_num=0]
Epoch 152:   9%|β–‰         | 2/22 [00:00<00:00, 169.86it/s, v_num=0]
Epoch 152:   9%|β–‰         | 2/22 [00:00<00:00, 145.89it/s, v_num=0]
Epoch 152:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 157.07it/s, v_num=0]
Epoch 152:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 142.11it/s, v_num=0]
Epoch 152:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 152.40it/s, v_num=0]
Epoch 152:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 147.89it/s, v_num=0]
Epoch 152:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 156.10it/s, v_num=0]
Epoch 152:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 152.32it/s, v_num=0]
Epoch 152:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 158.58it/s, v_num=0]
Epoch 152:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 155.05it/s, v_num=0]
Epoch 152:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 155.39it/s, v_num=0]
Epoch 152:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 149.36it/s, v_num=0]
Epoch 152:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 154.32it/s, v_num=0]
Epoch 152:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 148.36it/s, v_num=0]
Epoch 152:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.66it/s, v_num=0]
Epoch 152:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 152.56it/s, v_num=0]
Epoch 152:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.86it/s, v_num=0]
Epoch 152:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 151.75it/s, v_num=0]
Epoch 152:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 156.66it/s, v_num=0]
Epoch 152:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 154.86it/s, v_num=0]
Epoch 152:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.06it/s, v_num=0]
Epoch 152:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 153.75it/s, v_num=0]
Epoch 152:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.91it/s, v_num=0]
Epoch 152:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 152:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 156.26it/s, v_num=0]
Epoch 152:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 154.88it/s, v_num=0]
Epoch 152:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 158.01it/s, v_num=0]
Epoch 152:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 154.18it/s, v_num=0]
Epoch 152:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 157.66it/s, v_num=0]
Epoch 152:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.41it/s, v_num=0]
Epoch 152:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 158.64it/s, v_num=0]
Epoch 152:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 157.39it/s, v_num=0]
Epoch 152:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 159.27it/s, v_num=0]
Epoch 152:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 157.93it/s, v_num=0]
Epoch 152:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 160.39it/s, v_num=0]
Epoch 152:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 157.57it/s, v_num=0]
Epoch 152:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 156.60it/s, v_num=0]
Epoch 152:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 155.29it/s, v_num=0]
Epoch 152:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 155.75it/s, v_num=0]
Epoch 152:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 153.30it/s, v_num=0]
Epoch 152: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.87it/s, v_num=0]
Epoch 152: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 153.12it/s, v_num=0]
Epoch 152: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.74it/s, v_num=0]
Epoch 152:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 153:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 153:   5%|▍         | 1/22 [00:00<00:00, 187.10it/s, v_num=0]
Epoch 153:   5%|▍         | 1/22 [00:00<00:00, 132.02it/s, v_num=0]
Epoch 153:   9%|β–‰         | 2/22 [00:00<00:00, 171.99it/s, v_num=0]
Epoch 153:   9%|β–‰         | 2/22 [00:00<00:00, 159.54it/s, v_num=0]
Epoch 153:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 176.01it/s, v_num=0]
Epoch 153:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 164.51it/s, v_num=0]
Epoch 153:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 169.48it/s, v_num=0]
Epoch 153:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 163.39it/s, v_num=0]
Epoch 153:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 171.21it/s, v_num=0]
Epoch 153:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 165.93it/s, v_num=0]
Epoch 153:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 177.29it/s, v_num=0]
Epoch 153:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 173.32it/s, v_num=0]
Epoch 153:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 182.18it/s, v_num=0]
Epoch 153:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 178.58it/s, v_num=0]
Epoch 153:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 179.72it/s, v_num=0]
Epoch 153:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 176.39it/s, v_num=0]
Epoch 153:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 178.70it/s, v_num=0]
Epoch 153:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 175.97it/s, v_num=0]
Epoch 153:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 179.48it/s, v_num=0]
Epoch 153:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 173.17it/s, v_num=0]
Epoch 153:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 177.77it/s, v_num=0]
Epoch 153:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 171.95it/s, v_num=0]
Epoch 153:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 175.38it/s, v_num=0]
Epoch 153:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 173.34it/s, v_num=0]
Epoch 153:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 173.29it/s, v_num=0]
Epoch 153:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 171.29it/s, v_num=0]
Epoch 153:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 173.17it/s, v_num=0]
Epoch 153:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 168.70it/s, v_num=0]
Epoch 153:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 171.71it/s, v_num=0]
Epoch 153:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 166.97it/s, v_num=0]
Epoch 153:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 168.93it/s, v_num=0]
Epoch 153:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 167.41it/s, v_num=0]
Epoch 153:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 167.06it/s, v_num=0]
Epoch 153:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 165.46it/s, v_num=0]
Epoch 153:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 166.28it/s, v_num=0]
Epoch 153:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 163.99it/s, v_num=0]
Epoch 153:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 167.78it/s, v_num=0]
Epoch 153:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 166.42it/s, v_num=0]
Epoch 153:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 167.33it/s, v_num=0]
Epoch 153:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 165.88it/s, v_num=0]
Epoch 153:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 167.05it/s, v_num=0]
Epoch 153:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 165.84it/s, v_num=0]
Epoch 153: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 167.08it/s, v_num=0]
Epoch 153: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 165.99it/s, v_num=0]
Epoch 153: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 163.16it/s, v_num=0]
Epoch 153:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 154:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 154:   5%|▍         | 1/22 [00:00<00:00, 212.59it/s, v_num=0]
Epoch 154:   5%|▍         | 1/22 [00:00<00:00, 172.10it/s, v_num=0]
Epoch 154:   9%|β–‰         | 2/22 [00:00<00:00, 185.88it/s, v_num=0]
Epoch 154:   9%|β–‰         | 2/22 [00:00<00:00, 166.05it/s, v_num=0]
Epoch 154:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 159.66it/s, v_num=0]
Epoch 154:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 152.49it/s, v_num=0]
Epoch 154:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 162.81it/s, v_num=0]
Epoch 154:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 150.96it/s, v_num=0]
Epoch 154:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 158.00it/s, v_num=0]
Epoch 154:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 153.94it/s, v_num=0]
Epoch 154:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 159.75it/s, v_num=0]
Epoch 154:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 155.08it/s, v_num=0]
Epoch 154:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 163.94it/s, v_num=0]
Epoch 154:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 159.70it/s, v_num=0]
Epoch 154:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 167.06it/s, v_num=0]
Epoch 154:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 157.89it/s, v_num=0]
Epoch 154:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 162.48it/s, v_num=0]
Epoch 154:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 158.96it/s, v_num=0]
Epoch 154:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 154:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 161.27it/s, v_num=0]
Epoch 154:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 167.42it/s, v_num=0]
Epoch 154:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 164.46it/s, v_num=0]
Epoch 154:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 169.32it/s, v_num=0]
Epoch 154:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 166.55it/s, v_num=0]
Epoch 154:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 165.90it/s, v_num=0]
Epoch 154:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 162.81it/s, v_num=0]
Epoch 154:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 167.50it/s, v_num=0]
Epoch 154:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 165.06it/s, v_num=0]
Epoch 154:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 168.90it/s, v_num=0]
Epoch 154:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 166.45it/s, v_num=0]
Epoch 154:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 169.79it/s, v_num=0]
Epoch 154:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 167.58it/s, v_num=0]
Epoch 154:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 171.62it/s, v_num=0]
Epoch 154:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 169.39it/s, v_num=0]
Epoch 154:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 173.12it/s, v_num=0]
Epoch 154:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 171.16it/s, v_num=0]
Epoch 154:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 174.10it/s, v_num=0]
Epoch 154:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 172.12it/s, v_num=0]
Epoch 154:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 175.43it/s, v_num=0]
Epoch 154:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 173.63it/s, v_num=0]
Epoch 154:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 176.67it/s, v_num=0]
Epoch 154:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 174.80it/s, v_num=0]
Epoch 154: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 177.48it/s, v_num=0]
Epoch 154: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 175.84it/s, v_num=0]
Epoch 154: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 174.15it/s, v_num=0]
Epoch 154:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 155:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 155:   5%|▍         | 1/22 [00:00<00:00, 211.79it/s, v_num=0]
Epoch 155:   5%|▍         | 1/22 [00:00<00:00, 170.40it/s, v_num=0]
Epoch 155:   9%|β–‰         | 2/22 [00:00<00:00, 206.65it/s, v_num=0]
Epoch 155:   9%|β–‰         | 2/22 [00:00<00:00, 182.38it/s, v_num=0]
Epoch 155:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 204.46it/s, v_num=0]
Epoch 155:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 189.72it/s, v_num=0]
Epoch 155:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 204.42it/s, v_num=0]
Epoch 155:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 173.13it/s, v_num=0]
Epoch 155:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 173.46it/s, v_num=0]
Epoch 155:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 160.47it/s, v_num=0]
Epoch 155:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 166.54it/s, v_num=0]
Epoch 155:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 162.81it/s, v_num=0]
Epoch 155:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 164.46it/s, v_num=0]
Epoch 155:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 157.56it/s, v_num=0]
Epoch 155:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 163.18it/s, v_num=0]
Epoch 155:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.78it/s, v_num=0]
Epoch 155:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 162.40it/s, v_num=0]
Epoch 155:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 159.56it/s, v_num=0]
Epoch 155:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 161.69it/s, v_num=0]
Epoch 155:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.74it/s, v_num=0]
Epoch 155:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 160.67it/s, v_num=0]
Epoch 155:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 158.39it/s, v_num=0]
Epoch 155:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.85it/s, v_num=0]
Epoch 155:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 155.70it/s, v_num=0]
Epoch 155:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.23it/s, v_num=0]
Epoch 155:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 155.68it/s, v_num=0]
Epoch 155:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 160.32it/s, v_num=0]
Epoch 155:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 158.29it/s, v_num=0]
Epoch 155:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 162.27it/s, v_num=0]
Epoch 155:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 160.26it/s, v_num=0]
Epoch 155:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 164.55it/s, v_num=0]
Epoch 155:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 162.72it/s, v_num=0]
Epoch 155:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 166.12it/s, v_num=0]
Epoch 155:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 164.22it/s, v_num=0]
Epoch 155:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 167.42it/s, v_num=0]
Epoch 155:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 165.65it/s, v_num=0]
Epoch 155:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 169.06it/s, v_num=0]
Epoch 155:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 165.68it/s, v_num=0]
Epoch 155:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 168.73it/s, v_num=0]
Epoch 155:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 167.07it/s, v_num=0]
Epoch 155:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 168.11it/s, v_num=0]
Epoch 155:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 166.32it/s, v_num=0]
Epoch 155: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 168.91it/s, v_num=0]
Epoch 155: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 166.57it/s, v_num=0]
Epoch 155: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 163.16it/s, v_num=0]
Epoch 155:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 156:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 156:   5%|▍         | 1/22 [00:00<00:00, 211.73it/s, v_num=0]
Epoch 156:   5%|▍         | 1/22 [00:00<00:00, 169.09it/s, v_num=0]
Epoch 156:   9%|β–‰         | 2/22 [00:00<00:00, 210.25it/s, v_num=0]
Epoch 156:   9%|β–‰         | 2/22 [00:00<00:00, 183.46it/s, v_num=0]
Epoch 156:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 197.86it/s, v_num=0]
Epoch 156:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 183.09it/s, v_num=0]
Epoch 156:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 201.36it/s, v_num=0]
Epoch 156:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 190.83it/s, v_num=0]
Epoch 156:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 203.30it/s, v_num=0]
Epoch 156:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 194.02it/s, v_num=0]
Epoch 156:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 202.61it/s, v_num=0]
Epoch 156:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 194.41it/s, v_num=0]
Epoch 156:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 203.37it/s, v_num=0]
Epoch 156:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 196.95it/s, v_num=0]
Epoch 156:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 205.34it/s, v_num=0]
Epoch 156:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 199.74it/s, v_num=0]
Epoch 156:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 205.85it/s, v_num=0]
Epoch 156:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 200.96it/s, v_num=0]
Epoch 156:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 206.13it/s, v_num=0]
Epoch 156:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 201.52it/s, v_num=0]
Epoch 156:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 206.39it/s, v_num=0]
Epoch 156:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 201.98it/s, v_num=0]
Epoch 156:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 206.60it/s, v_num=0]
Epoch 156:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 202.71it/s, v_num=0]
Epoch 156:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 205.96it/s, v_num=0]
Epoch 156:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 202.24it/s, v_num=0]
Epoch 156:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 205.71it/s, v_num=0]
Epoch 156:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 202.56it/s, v_num=0]
Epoch 156:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 205.82it/s, v_num=0]
Epoch 156:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 202.43it/s, v_num=0]
Epoch 156:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 205.37it/s, v_num=0]
Epoch 156:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 201.70it/s, v_num=0]
Epoch 156:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 202.57it/s, v_num=0]
Epoch 156:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 199.56it/s, v_num=0]
Epoch 156:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 201.46it/s, v_num=0]
Epoch 156:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 198.86it/s, v_num=0]
Epoch 156:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 196.78it/s, v_num=0]
Epoch 156:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 194.30it/s, v_num=0]
Epoch 156:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 196.94it/s, v_num=0]
Epoch 156:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 194.71it/s, v_num=0]
Epoch 156:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 196.95it/s, v_num=0]
Epoch 156:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 194.95it/s, v_num=0]
Epoch 156: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 197.40it/s, v_num=0]
Epoch 156: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 195.46it/s, v_num=0]
Epoch 156: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 193.29it/s, v_num=0]
Epoch 156:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 157:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 157:   5%|▍         | 1/22 [00:00<00:00, 225.13it/s, v_num=0]
Epoch 157:   5%|▍         | 1/22 [00:00<00:00, 179.21it/s, v_num=0]
Epoch 157:   9%|β–‰         | 2/22 [00:00<00:00, 208.35it/s, v_num=0]
Epoch 157:   9%|β–‰         | 2/22 [00:00<00:00, 185.51it/s, v_num=0]
Epoch 157:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 191.57it/s, v_num=0]
Epoch 157:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 174.12it/s, v_num=0]
Epoch 157:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 183.26it/s, v_num=0]
Epoch 157:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 171.68it/s, v_num=0]
Epoch 157:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 173.12it/s, v_num=0]
Epoch 157:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 160.29it/s, v_num=0]
Epoch 157:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 163.90it/s, v_num=0]
Epoch 157:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 155.48it/s, v_num=0]
Epoch 157:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 158.55it/s, v_num=0]
Epoch 157:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 155.35it/s, v_num=0]
Epoch 157:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 158.19it/s, v_num=0]
Epoch 157:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 154.64it/s, v_num=0]
Epoch 157:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 162.85it/s, v_num=0]
Epoch 157:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 158.07it/s, v_num=0]
Epoch 157:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 164.72it/s, v_num=0]
Epoch 157:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 161.53it/s, v_num=0]
Epoch 157:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 167.65it/s, v_num=0]
Epoch 157:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 161.97it/s, v_num=0]
Epoch 157:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 167.17it/s, v_num=0]
Epoch 157:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 163.52it/s, v_num=0]
Epoch 157:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 168.64it/s, v_num=0]
Epoch 157:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 166.08it/s, v_num=0]
Epoch 157:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 171.07it/s, v_num=0]
Epoch 157:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 168.79it/s, v_num=0]
Epoch 157:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 173.85it/s, v_num=0]
Epoch 157:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 171.27it/s, v_num=0]
Epoch 157:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 175.48it/s, v_num=0]
Epoch 157:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 173.32it/s, v_num=0]
Epoch 157:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 176.84it/s, v_num=0]
Epoch 157:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 174.61it/s, v_num=0]
Epoch 157:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 178.49it/s, v_num=0]
Epoch 157:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 176.57it/s, v_num=0]
Epoch 157:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 179.81it/s, v_num=0]
Epoch 157:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 177.93it/s, v_num=0]
Epoch 157:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 181.04it/s, v_num=0]
Epoch 157:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 179.29it/s, v_num=0]
Epoch 157:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 181.96it/s, v_num=0]
Epoch 157:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 180.08it/s, v_num=0]
Epoch 157: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 181.99it/s, v_num=0]
Epoch 157: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 180.15it/s, v_num=0]
Epoch 157: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 178.53it/s, v_num=0]
Epoch 157:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 158:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 158:   5%|▍         | 1/22 [00:00<00:00, 212.92it/s, v_num=0]
Epoch 158:   5%|▍         | 1/22 [00:00<00:00, 171.61it/s, v_num=0]
Epoch 158:   9%|β–‰         | 2/22 [00:00<00:00, 202.56it/s, v_num=0]
Epoch 158:   9%|β–‰         | 2/22 [00:00<00:00, 179.72it/s, v_num=0]
Epoch 158:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 202.14it/s, v_num=0]
Epoch 158:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 187.46it/s, v_num=0]
Epoch 158:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 203.26it/s, v_num=0]
Epoch 158:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 189.74it/s, v_num=0]
Epoch 158:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 200.83it/s, v_num=0]
Epoch 158:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 192.51it/s, v_num=0]
Epoch 158:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 197.21it/s, v_num=0]
Epoch 158:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 188.56it/s, v_num=0]
Epoch 158:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 196.99it/s, v_num=0]
Epoch 158:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 191.17it/s, v_num=0]
Epoch 158:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 190.42it/s, v_num=0]
Epoch 158:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 185.17it/s, v_num=0]
Epoch 158:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 189.88it/s, v_num=0]
Epoch 158:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 185.56it/s, v_num=0]
Epoch 158:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 187.09it/s, v_num=0]
Epoch 158:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 183.15it/s, v_num=0]
Epoch 158:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 188.47it/s, v_num=0]
Epoch 158:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 184.66it/s, v_num=0]
Epoch 158:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 188.48it/s, v_num=0]
Epoch 158:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 185.33it/s, v_num=0]
Epoch 158:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 190.61it/s, v_num=0]
Epoch 158:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 187.41it/s, v_num=0]
Epoch 158:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 189.65it/s, v_num=0]
Epoch 158:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 186.77it/s, v_num=0]
Epoch 158:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.66it/s, v_num=0]
Epoch 158:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 188.00it/s, v_num=0]
Epoch 158:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 191.61it/s, v_num=0]
Epoch 158:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 188.93it/s, v_num=0]
Epoch 158:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 192.55it/s, v_num=0]
Epoch 158:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 190.01it/s, v_num=0]
Epoch 158:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 192.35it/s, v_num=0]
Epoch 158:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 190.02it/s, v_num=0]
Epoch 158:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 193.19it/s, v_num=0]
Epoch 158:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 191.12it/s, v_num=0]
Epoch 158:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 192.91it/s, v_num=0]
Epoch 158:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 189.45it/s, v_num=0]
Epoch 158:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.15it/s, v_num=0]
Epoch 158:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 189.11it/s, v_num=0]
Epoch 158: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.62it/s, v_num=0]
Epoch 158: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 189.85it/s, v_num=0]
Epoch 158: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.79it/s, v_num=0]
Epoch 158:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 159:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 159:   5%|▍         | 1/22 [00:00<00:00, 198.87it/s, v_num=0]
Epoch 159:   5%|▍         | 1/22 [00:00<00:00, 158.12it/s, v_num=0]
Epoch 159:   9%|β–‰         | 2/22 [00:00<00:00, 200.39it/s, v_num=0]
Epoch 159:   9%|β–‰         | 2/22 [00:00<00:00, 178.52it/s, v_num=0]
Epoch 159:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 170.66it/s, v_num=0]
Epoch 159:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 160.39it/s, v_num=0]
Epoch 159:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 178.42it/s, v_num=0]
Epoch 159:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 170.31it/s, v_num=0]
Epoch 159:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 184.81it/s, v_num=0]
Epoch 159:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 177.37it/s, v_num=0]
Epoch 159:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 178.44it/s, v_num=0]
Epoch 159:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 171.88it/s, v_num=0]
Epoch 159:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 181.46it/s, v_num=0]
Epoch 159:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 176.52it/s, v_num=0]
Epoch 159:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.23it/s, v_num=0]
Epoch 159:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 179.49it/s, v_num=0]
Epoch 159:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 186.47it/s, v_num=0]
Epoch 159:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 181.82it/s, v_num=0]
Epoch 159:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 187.43it/s, v_num=0]
Epoch 159:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 183.47it/s, v_num=0]
Epoch 159:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 189.98it/s, v_num=0]
Epoch 159:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 186.38it/s, v_num=0]
Epoch 159:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 187.51it/s, v_num=0]
Epoch 159:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 184.20it/s, v_num=0]
Epoch 159:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 189.58it/s, v_num=0]
Epoch 159:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 186.67it/s, v_num=0]
Epoch 159:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 189.55it/s, v_num=0]
Epoch 159:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 186.75it/s, v_num=0]
Epoch 159:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 191.05it/s, v_num=0]
Epoch 159:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 188.45it/s, v_num=0]
Epoch 159:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 192.11it/s, v_num=0]
Epoch 159:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 189.49it/s, v_num=0]
Epoch 159:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 192.63it/s, v_num=0]
Epoch 159:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 190.08it/s, v_num=0]
Epoch 159:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 192.08it/s, v_num=0]
Epoch 159:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 189.78it/s, v_num=0]
Epoch 159:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 193.30it/s, v_num=0]
Epoch 159:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 191.13it/s, v_num=0]
Epoch 159:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 193.85it/s, v_num=0]
Epoch 159:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 191.54it/s, v_num=0]
Epoch 159:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 194.06it/s, v_num=0]
Epoch 159:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.71it/s, v_num=0]
Epoch 159: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.52it/s, v_num=0]
Epoch 159: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 190.43it/s, v_num=0]
Epoch 159: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.32it/s, v_num=0]
Epoch 159:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 160:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 160:   5%|▍         | 1/22 [00:00<00:00, 194.89it/s, v_num=0]
Epoch 160:   5%|▍         | 1/22 [00:00<00:00, 157.41it/s, v_num=0]
Epoch 160:   9%|β–‰         | 2/22 [00:00<00:00, 200.08it/s, v_num=0]
Epoch 160:   9%|β–‰         | 2/22 [00:00<00:00, 162.18it/s, v_num=0]
Epoch 160:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 180.15it/s, v_num=0]
Epoch 160:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 166.61it/s, v_num=0]
Epoch 160:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 180.59it/s, v_num=0]
Epoch 160:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 171.40it/s, v_num=0]
Epoch 160:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.82it/s, v_num=0]
Epoch 160:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 178.90it/s, v_num=0]
Epoch 160:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 190.63it/s, v_num=0]
Epoch 160:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 183.71it/s, v_num=0]
Epoch 160:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 191.47it/s, v_num=0]
Epoch 160:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 185.41it/s, v_num=0]
Epoch 160:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 194.03it/s, v_num=0]
Epoch 160:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 188.66it/s, v_num=0]
Epoch 160:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 194.73it/s, v_num=0]
Epoch 160:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 189.69it/s, v_num=0]
Epoch 160:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 196.44it/s, v_num=0]
Epoch 160:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.01it/s, v_num=0]
Epoch 160:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 195.46it/s, v_num=0]
Epoch 160:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 191.45it/s, v_num=0]
Epoch 160:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 196.77it/s, v_num=0]
Epoch 160:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 193.05it/s, v_num=0]
Epoch 160:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 196.41it/s, v_num=0]
Epoch 160:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 192.97it/s, v_num=0]
Epoch 160:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 195.67it/s, v_num=0]
Epoch 160:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 192.52it/s, v_num=0]
Epoch 160:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 195.39it/s, v_num=0]
Epoch 160:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 192.37it/s, v_num=0]
Epoch 160:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 194.37it/s, v_num=0]
Epoch 160:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 191.31it/s, v_num=0]
Epoch 160:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 193.06it/s, v_num=0]
Epoch 160:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 190.56it/s, v_num=0]
Epoch 160:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 193.68it/s, v_num=0]
Epoch 160:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 190.65it/s, v_num=0]
Epoch 160:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 193.57it/s, v_num=0]
Epoch 160:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 191.25it/s, v_num=0]
Epoch 160:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 193.38it/s, v_num=0]
Epoch 160:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 190.83it/s, v_num=0]
Epoch 160:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 193.66it/s, v_num=0]
Epoch 160:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.26it/s, v_num=0]
Epoch 160: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 194.04it/s, v_num=0]
Epoch 160: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.52it/s, v_num=0]
Epoch 160: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.51it/s, v_num=0]
Epoch 160:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 161:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 161:   5%|▍         | 1/22 [00:00<00:00, 202.82it/s, v_num=0]
Epoch 161:   5%|▍         | 1/22 [00:00<00:00, 165.51it/s, v_num=0]
Epoch 161:   9%|β–‰         | 2/22 [00:00<00:00, 209.66it/s, v_num=0]
Epoch 161:   9%|β–‰         | 2/22 [00:00<00:00, 182.55it/s, v_num=0]
Epoch 161:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 202.91it/s, v_num=0]
Epoch 161:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 188.82it/s, v_num=0]
Epoch 161:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 204.73it/s, v_num=0]
Epoch 161:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 193.42it/s, v_num=0]
Epoch 161:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 201.41it/s, v_num=0]
Epoch 161:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 192.56it/s, v_num=0]
Epoch 161:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 199.55it/s, v_num=0]
Epoch 161:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 191.30it/s, v_num=0]
Epoch 161:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 197.76it/s, v_num=0]
Epoch 161:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 189.94it/s, v_num=0]
Epoch 161:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 197.50it/s, v_num=0]
Epoch 161:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 192.13it/s, v_num=0]
Epoch 161:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 190.26it/s, v_num=0]
Epoch 161:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 185.67it/s, v_num=0]
Epoch 161:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.32it/s, v_num=0]
Epoch 161:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 188.35it/s, v_num=0]
Epoch 161:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 193.48it/s, v_num=0]
Epoch 161:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 188.69it/s, v_num=0]
Epoch 161:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 192.70it/s, v_num=0]
Epoch 161:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 189.00it/s, v_num=0]
Epoch 161:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 193.51it/s, v_num=0]
Epoch 161:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 189.83it/s, v_num=0]
Epoch 161:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 194.23it/s, v_num=0]
Epoch 161:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 191.10it/s, v_num=0]
Epoch 161:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.72it/s, v_num=0]
Epoch 161:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 186.25it/s, v_num=0]
Epoch 161:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 186.11it/s, v_num=0]
Epoch 161:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 184.18it/s, v_num=0]
Epoch 161:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 180.59it/s, v_num=0]
Epoch 161:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 178.81it/s, v_num=0]
Epoch 161:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 179.39it/s, v_num=0]
Epoch 161:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 177.90it/s, v_num=0]
Epoch 161:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 175.58it/s, v_num=0]
Epoch 161:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 172.96it/s, v_num=0]
Epoch 161:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 176.29it/s, v_num=0]
Epoch 161:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 174.45it/s, v_num=0]
Epoch 161:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 177.18it/s, v_num=0]
Epoch 161:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 174.96it/s, v_num=0]
Epoch 161: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 177.20it/s, v_num=0]
Epoch 161: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 175.58it/s, v_num=0]
Epoch 161: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 173.86it/s, v_num=0]
Epoch 161:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 162:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 162:   5%|▍         | 1/22 [00:00<00:00, 206.77it/s, v_num=0]
Epoch 162:   5%|▍         | 1/22 [00:00<00:00, 167.98it/s, v_num=0]
Epoch 162:   9%|β–‰         | 2/22 [00:00<00:00, 202.40it/s, v_num=0]
Epoch 162:   9%|β–‰         | 2/22 [00:00<00:00, 181.68it/s, v_num=0]
Epoch 162:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 203.91it/s, v_num=0]
Epoch 162:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 189.11it/s, v_num=0]
Epoch 162:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 205.24it/s, v_num=0]
Epoch 162:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 193.13it/s, v_num=0]
Epoch 162:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 201.00it/s, v_num=0]
Epoch 162:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 192.05it/s, v_num=0]
Epoch 162:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 202.38it/s, v_num=0]
Epoch 162:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 194.98it/s, v_num=0]
Epoch 162:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 202.36it/s, v_num=0]
Epoch 162:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 194.26it/s, v_num=0]
Epoch 162:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 200.94it/s, v_num=0]
Epoch 162:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 195.34it/s, v_num=0]
Epoch 162:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 200.30it/s, v_num=0]
Epoch 162:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 195.34it/s, v_num=0]
Epoch 162:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 200.64it/s, v_num=0]
Epoch 162:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 196.19it/s, v_num=0]
Epoch 162:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 200.00it/s, v_num=0]
Epoch 162:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 195.76it/s, v_num=0]
Epoch 162:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 200.47it/s, v_num=0]
Epoch 162:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 196.62it/s, v_num=0]
Epoch 162:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 200.07it/s, v_num=0]
Epoch 162:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 196.57it/s, v_num=0]
Epoch 162:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 199.30it/s, v_num=0]
Epoch 162:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 195.96it/s, v_num=0]
Epoch 162:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 198.84it/s, v_num=0]
Epoch 162:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 195.69it/s, v_num=0]
Epoch 162:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 198.84it/s, v_num=0]
Epoch 162:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 195.79it/s, v_num=0]
Epoch 162:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 195.64it/s, v_num=0]
Epoch 162:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 192.95it/s, v_num=0]
Epoch 162:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 195.70it/s, v_num=0]
Epoch 162:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 193.36it/s, v_num=0]
Epoch 162:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 196.37it/s, v_num=0]
Epoch 162:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 194.03it/s, v_num=0]
Epoch 162:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 196.00it/s, v_num=0]
Epoch 162:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 193.71it/s, v_num=0]
Epoch 162:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 195.78it/s, v_num=0]
Epoch 162:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 193.62it/s, v_num=0]
Epoch 162: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 195.31it/s, v_num=0]
Epoch 162: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 193.01it/s, v_num=0]
Epoch 162: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 190.61it/s, v_num=0]
Epoch 162:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 163:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 163:   5%|▍         | 1/22 [00:00<00:00, 201.47it/s, v_num=0]
Epoch 163:   5%|▍         | 1/22 [00:00<00:00, 159.34it/s, v_num=0]
Epoch 163:   9%|β–‰         | 2/22 [00:00<00:00, 198.20it/s, v_num=0]
Epoch 163:   9%|β–‰         | 2/22 [00:00<00:00, 182.58it/s, v_num=0]
Epoch 163:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 198.49it/s, v_num=0]
Epoch 163:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 185.20it/s, v_num=0]
Epoch 163:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 197.50it/s, v_num=0]
Epoch 163:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 189.78it/s, v_num=0]
Epoch 163:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 199.73it/s, v_num=0]
Epoch 163:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 190.96it/s, v_num=0]
Epoch 163:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 191.13it/s, v_num=0]
Epoch 163:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 184.70it/s, v_num=0]
Epoch 163:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 187.50it/s, v_num=0]
Epoch 163:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 183.00it/s, v_num=0]
Epoch 163:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 189.77it/s, v_num=0]
Epoch 163:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 186.17it/s, v_num=0]
Epoch 163:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.53it/s, v_num=0]
Epoch 163:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 187.17it/s, v_num=0]
Epoch 163:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.39it/s, v_num=0]
Epoch 163:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 188.50it/s, v_num=0]
Epoch 163:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 192.45it/s, v_num=0]
Epoch 163:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 189.58it/s, v_num=0]
Epoch 163:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 188.70it/s, v_num=0]
Epoch 163:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 186.06it/s, v_num=0]
Epoch 163:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 177.02it/s, v_num=0]
Epoch 163:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 174.87it/s, v_num=0]
Epoch 163:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 176.52it/s, v_num=0]
Epoch 163:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 174.61it/s, v_num=0]
Epoch 163:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 171.34it/s, v_num=0]
Epoch 163:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 167.52it/s, v_num=0]
Epoch 163:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 169.72it/s, v_num=0]
Epoch 163:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 163:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 169.28it/s, v_num=0]
Epoch 163:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 167.88it/s, v_num=0]
Epoch 163:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 169.93it/s, v_num=0]
Epoch 163:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 168.29it/s, v_num=0]
Epoch 163:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 169.87it/s, v_num=0]
Epoch 163:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 168.40it/s, v_num=0]
Epoch 163:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 169.83it/s, v_num=0]
Epoch 163:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 168.40it/s, v_num=0]
Epoch 163:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 169.96it/s, v_num=0]
Epoch 163:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 168.48it/s, v_num=0]
Epoch 163: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 169.20it/s, v_num=0]
Epoch 163: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 168.05it/s, v_num=0]
Epoch 163: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 165.02it/s, v_num=0]
Epoch 163:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 164:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 164:   5%|▍         | 1/22 [00:00<00:00, 169.23it/s, v_num=0]
Epoch 164:   5%|▍         | 1/22 [00:00<00:00, 126.32it/s, v_num=0]
Epoch 164:   9%|β–‰         | 2/22 [00:00<00:00, 153.87it/s, v_num=0]
Epoch 164:   9%|β–‰         | 2/22 [00:00<00:00, 142.40it/s, v_num=0]
Epoch 164:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 154.77it/s, v_num=0]
Epoch 164:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 148.21it/s, v_num=0]
Epoch 164:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 156.68it/s, v_num=0]
Epoch 164:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 151.38it/s, v_num=0]
Epoch 164:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 158.35it/s, v_num=0]
Epoch 164:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 153.97it/s, v_num=0]
Epoch 164:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 151.80it/s, v_num=0]
Epoch 164:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 148.91it/s, v_num=0]
Epoch 164:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 155.03it/s, v_num=0]
Epoch 164:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 148.64it/s, v_num=0]
Epoch 164:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 153.81it/s, v_num=0]
Epoch 164:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 146.75it/s, v_num=0]
Epoch 164:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 151.50it/s, v_num=0]
Epoch 164:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 149.54it/s, v_num=0]
Epoch 164:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 152.81it/s, v_num=0]
Epoch 164:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 150.94it/s, v_num=0]
Epoch 164:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.48it/s, v_num=0]
Epoch 164:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 150.55it/s, v_num=0]
Epoch 164:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.88it/s, v_num=0]
Epoch 164:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 150.29it/s, v_num=0]
Epoch 164:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 152.84it/s, v_num=0]
Epoch 164:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.28it/s, v_num=0]
Epoch 164:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 153.61it/s, v_num=0]
Epoch 164:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 152.24it/s, v_num=0]
Epoch 164:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 153.87it/s, v_num=0]
Epoch 164:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 152.65it/s, v_num=0]
Epoch 164:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.93it/s, v_num=0]
Epoch 164:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 153.68it/s, v_num=0]
Epoch 164:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 155.77it/s, v_num=0]
Epoch 164:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 154.43it/s, v_num=0]
Epoch 164:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 155.22it/s, v_num=0]
Epoch 164:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 154.19it/s, v_num=0]
Epoch 164:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 154.56it/s, v_num=0]
Epoch 164:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 153.38it/s, v_num=0]
Epoch 164:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 151.97it/s, v_num=0]
Epoch 164:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.50it/s, v_num=0]
Epoch 164:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 149.80it/s, v_num=0]
Epoch 164:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 146.99it/s, v_num=0]
Epoch 164: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 146.58it/s, v_num=0]
Epoch 164: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 145.69it/s, v_num=0]
Epoch 164: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 143.07it/s, v_num=0]
Epoch 164:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 165:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 165:   5%|▍         | 1/22 [00:00<00:00, 146.76it/s, v_num=0]
Epoch 165:   5%|▍         | 1/22 [00:00<00:00, 126.13it/s, v_num=0]
Epoch 165:   9%|β–‰         | 2/22 [00:00<00:00, 142.12it/s, v_num=0]
Epoch 165:   9%|β–‰         | 2/22 [00:00<00:00, 124.92it/s, v_num=0]
Epoch 165:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 152.27it/s, v_num=0]
Epoch 165:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 144.54it/s, v_num=0]
Epoch 165:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 152.47it/s, v_num=0]
Epoch 165:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 146.67it/s, v_num=0]
Epoch 165:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 157.24it/s, v_num=0]
Epoch 165:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 145.90it/s, v_num=0]
Epoch 165:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 156.91it/s, v_num=0]
Epoch 165:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 152.95it/s, v_num=0]
Epoch 165:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 156.82it/s, v_num=0]
Epoch 165:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 147.02it/s, v_num=0]
Epoch 165:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 150.95it/s, v_num=0]
Epoch 165:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 144.21it/s, v_num=0]
Epoch 165:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 150.01it/s, v_num=0]
Epoch 165:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 147.80it/s, v_num=0]
Epoch 165:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 149.60it/s, v_num=0]
Epoch 165:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 147.81it/s, v_num=0]
Epoch 165:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.17it/s, v_num=0]
Epoch 165:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 151.38it/s, v_num=0]
Epoch 165:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 156.36it/s, v_num=0]
Epoch 165:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.56it/s, v_num=0]
Epoch 165:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 156.70it/s, v_num=0]
Epoch 165:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 154.13it/s, v_num=0]
Epoch 165:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 156.20it/s, v_num=0]
Epoch 165:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 154.62it/s, v_num=0]
Epoch 165:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 156.17it/s, v_num=0]
Epoch 165:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 152.14it/s, v_num=0]
Epoch 165:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.95it/s, v_num=0]
Epoch 165:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 153.60it/s, v_num=0]
Epoch 165:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 156.76it/s, v_num=0]
Epoch 165:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 154.04it/s, v_num=0]
Epoch 165:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 155.56it/s, v_num=0]
Epoch 165:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 154.35it/s, v_num=0]
Epoch 165:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 156.92it/s, v_num=0]
Epoch 165:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 155.25it/s, v_num=0]
Epoch 165:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 157.84it/s, v_num=0]
Epoch 165:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 156.79it/s, v_num=0]
Epoch 165:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.49it/s, v_num=0]
Epoch 165:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 156.54it/s, v_num=0]
Epoch 165: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.59it/s, v_num=0]
Epoch 165: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.91it/s, v_num=0]
Epoch 165: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.46it/s, v_num=0]
Epoch 165:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 166:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 166:   5%|▍         | 1/22 [00:00<00:00, 181.20it/s, v_num=0]
Epoch 166:   5%|▍         | 1/22 [00:00<00:00, 148.30it/s, v_num=0]
Epoch 166:   9%|β–‰         | 2/22 [00:00<00:00, 186.92it/s, v_num=0]
Epoch 166:   9%|β–‰         | 2/22 [00:00<00:00, 164.61it/s, v_num=0]
Epoch 166:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 184.71it/s, v_num=0]
Epoch 166:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 173.53it/s, v_num=0]
Epoch 166:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 183.99it/s, v_num=0]
Epoch 166:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 176.66it/s, v_num=0]
Epoch 166:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 185.41it/s, v_num=0]
Epoch 166:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 174.96it/s, v_num=0]
Epoch 166:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 185.60it/s, v_num=0]
Epoch 166:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 180.96it/s, v_num=0]
Epoch 166:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 186.61it/s, v_num=0]
Epoch 166:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 181.18it/s, v_num=0]
Epoch 166:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 186.90it/s, v_num=0]
Epoch 166:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 180.16it/s, v_num=0]
Epoch 166:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 185.12it/s, v_num=0]
Epoch 166:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 181.49it/s, v_num=0]
Epoch 166:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 176.25it/s, v_num=0]
Epoch 166:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 172.33it/s, v_num=0]
Epoch 166:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 175.37it/s, v_num=0]
Epoch 166:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 172.39it/s, v_num=0]
Epoch 166:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 174.66it/s, v_num=0]
Epoch 166:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 172.47it/s, v_num=0]
Epoch 166:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 175.61it/s, v_num=0]
Epoch 166:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 173.56it/s, v_num=0]
Epoch 166:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 176.85it/s, v_num=0]
Epoch 166:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 174.95it/s, v_num=0]
Epoch 166:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 178.82it/s, v_num=0]
Epoch 166:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 176.39it/s, v_num=0]
Epoch 166:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 176.98it/s, v_num=0]
Epoch 166:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 174.61it/s, v_num=0]
Epoch 166:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 175.35it/s, v_num=0]
Epoch 166:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 173.67it/s, v_num=0]
Epoch 166:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 174.98it/s, v_num=0]
Epoch 166:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 171.57it/s, v_num=0]
Epoch 166:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 172.14it/s, v_num=0]
Epoch 166:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 170.88it/s, v_num=0]
Epoch 166:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 172.09it/s, v_num=0]
Epoch 166:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 169.54it/s, v_num=0]
Epoch 166:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 171.51it/s, v_num=0]
Epoch 166:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 170.29it/s, v_num=0]
Epoch 166: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 170.84it/s, v_num=0]
Epoch 166: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 169.81it/s, v_num=0]
Epoch 166: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 166.45it/s, v_num=0]
Epoch 166:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 167:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 167:   5%|▍         | 1/22 [00:00<00:00, 135.76it/s, v_num=0]
Epoch 167:   5%|▍         | 1/22 [00:00<00:00, 103.80it/s, v_num=0]
Epoch 167:   9%|β–‰         | 2/22 [00:00<00:00, 121.99it/s, v_num=0]
Epoch 167:   9%|β–‰         | 2/22 [00:00<00:00, 104.41it/s, v_num=0]
Epoch 167:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 124.46it/s, v_num=0]
Epoch 167:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 114.95it/s, v_num=0]
Epoch 167:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 130.61it/s, v_num=0]
Epoch 167:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 126.69it/s, v_num=0]
Epoch 167:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 126.82it/s, v_num=0]
Epoch 167:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 120.04it/s, v_num=0]
Epoch 167:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 129.82it/s, v_num=0]
Epoch 167:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 124.62it/s, v_num=0]
Epoch 167:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 130.55it/s, v_num=0]
Epoch 167:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 128.63it/s, v_num=0]
Epoch 167:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 132.94it/s, v_num=0]
Epoch 167:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 128.30it/s, v_num=0]
Epoch 167:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 133.29it/s, v_num=0]
Epoch 167:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 131.28it/s, v_num=0]
Epoch 167:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 135.75it/s, v_num=0]
Epoch 167:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 133.94it/s, v_num=0]
Epoch 167:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 137.92it/s, v_num=0]
Epoch 167:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 134.39it/s, v_num=0]
Epoch 167:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 138.46it/s, v_num=0]
Epoch 167:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 137.05it/s, v_num=0]
Epoch 167:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 139.59it/s, v_num=0]
Epoch 167:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 138.18it/s, v_num=0]
Epoch 167:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 140.19it/s, v_num=0]
Epoch 167:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 138.89it/s, v_num=0]
Epoch 167:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 141.14it/s, v_num=0]
Epoch 167:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 139.97it/s, v_num=0]
Epoch 167:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 141.77it/s, v_num=0]
Epoch 167:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 139.14it/s, v_num=0]
Epoch 167:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 141.76it/s, v_num=0]
Epoch 167:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 140.72it/s, v_num=0]
Epoch 167:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 142.97it/s, v_num=0]
Epoch 167:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 140.73it/s, v_num=0]
Epoch 167:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 142.84it/s, v_num=0]
Epoch 167:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 140.57it/s, v_num=0]
Epoch 167:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 142.22it/s, v_num=0]
Epoch 167:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 141.30it/s, v_num=0]
Epoch 167:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 139.17it/s, v_num=0]
Epoch 167:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 137.36it/s, v_num=0]
Epoch 167: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 139.32it/s, v_num=0]
Epoch 167: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 137.63it/s, v_num=0]
Epoch 167: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 135.47it/s, v_num=0]
Epoch 167:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 168:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 168:   5%|▍         | 1/22 [00:00<00:00, 162.99it/s, v_num=0]
Epoch 168:   5%|▍         | 1/22 [00:00<00:00, 120.94it/s, v_num=0]
Epoch 168:   9%|β–‰         | 2/22 [00:00<00:00, 143.02it/s, v_num=0]
Epoch 168:   9%|β–‰         | 2/22 [00:00<00:00, 135.18it/s, v_num=0]
Epoch 168:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 139.31it/s, v_num=0]
Epoch 168:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 133.75it/s, v_num=0]
Epoch 168:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 139.03it/s, v_num=0]
Epoch 168:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 128.57it/s, v_num=0]
Epoch 168:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 130.74it/s, v_num=0]
Epoch 168:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 127.47it/s, v_num=0]
Epoch 168:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 131.85it/s, v_num=0]
Epoch 168:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 125.98it/s, v_num=0]
Epoch 168:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 133.60it/s, v_num=0]
Epoch 168:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 131.11it/s, v_num=0]
Epoch 168:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 131.54it/s, v_num=0]
Epoch 168:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 127.17it/s, v_num=0]
Epoch 168:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 133.37it/s, v_num=0]
Epoch 168:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 131.74it/s, v_num=0]
Epoch 168:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 132.45it/s, v_num=0]
Epoch 168:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 130.48it/s, v_num=0]
Epoch 168:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 134.02it/s, v_num=0]
Epoch 168:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 132.65it/s, v_num=0]
Epoch 168:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 135.47it/s, v_num=0]
Epoch 168:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 131.36it/s, v_num=0]
Epoch 168:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 135.75it/s, v_num=0]
Epoch 168:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 134.44it/s, v_num=0]
Epoch 168:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 137.48it/s, v_num=0]
Epoch 168:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 134.47it/s, v_num=0]
Epoch 168:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 136.75it/s, v_num=0]
Epoch 168:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 135.52it/s, v_num=0]
Epoch 168:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 137.14it/s, v_num=0]
Epoch 168:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 135.95it/s, v_num=0]
Epoch 168:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 137.90it/s, v_num=0]
Epoch 168:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 136.65it/s, v_num=0]
Epoch 168:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 138.42it/s, v_num=0]
Epoch 168:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 137.54it/s, v_num=0]
Epoch 168:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 139.80it/s, v_num=0]
Epoch 168:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 138.85it/s, v_num=0]
Epoch 168:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 140.67it/s, v_num=0]
Epoch 168:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 139.80it/s, v_num=0]
Epoch 168:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 141.08it/s, v_num=0]
Epoch 168:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 138.90it/s, v_num=0]
Epoch 168: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 139.93it/s, v_num=0]
Epoch 168: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 138.19it/s, v_num=0]
Epoch 168: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 136.12it/s, v_num=0]
Epoch 168:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 169:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 169:   5%|▍         | 1/22 [00:00<00:00, 137.36it/s, v_num=0]
Epoch 169:   5%|▍         | 1/22 [00:00<00:00, 105.37it/s, v_num=0]
Epoch 169:   9%|β–‰         | 2/22 [00:00<00:00, 141.72it/s, v_num=0]
Epoch 169:   9%|β–‰         | 2/22 [00:00<00:00, 119.81it/s, v_num=0]
Epoch 169:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 140.07it/s, v_num=0]
Epoch 169:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 127.65it/s, v_num=0]
Epoch 169:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 144.09it/s, v_num=0]
Epoch 169:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 130.86it/s, v_num=0]
Epoch 169:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 135.13it/s, v_num=0]
Epoch 169:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 126.67it/s, v_num=0]
Epoch 169:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 134.01it/s, v_num=0]
Epoch 169:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 130.98it/s, v_num=0]
Epoch 169:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 135.73it/s, v_num=0]
Epoch 169:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 133.54it/s, v_num=0]
Epoch 169:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 134.98it/s, v_num=0]
Epoch 169:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 132.65it/s, v_num=0]
Epoch 169:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 140.01it/s, v_num=0]
Epoch 169:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 135.71it/s, v_num=0]
Epoch 169:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 139.76it/s, v_num=0]
Epoch 169:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 135.57it/s, v_num=0]
Epoch 169:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 139.32it/s, v_num=0]
Epoch 169:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 137.54it/s, v_num=0]
Epoch 169:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 140.93it/s, v_num=0]
Epoch 169:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 137.39it/s, v_num=0]
Epoch 169:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 141.68it/s, v_num=0]
Epoch 169:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 140.47it/s, v_num=0]
Epoch 169:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 142.90it/s, v_num=0]
Epoch 169:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 139.99it/s, v_num=0]
Epoch 169:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 143.38it/s, v_num=0]
Epoch 169:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 140.50it/s, v_num=0]
Epoch 169:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 143.11it/s, v_num=0]
Epoch 169:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 142.07it/s, v_num=0]
Epoch 169:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 144.56it/s, v_num=0]
Epoch 169:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 143.23it/s, v_num=0]
Epoch 169:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 145.35it/s, v_num=0]
Epoch 169:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 144.22it/s, v_num=0]
Epoch 169:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 144.85it/s, v_num=0]
Epoch 169:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 143.74it/s, v_num=0]
Epoch 169:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 146.17it/s, v_num=0]
Epoch 169:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 145.28it/s, v_num=0]
Epoch 169:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 146.98it/s, v_num=0]
Epoch 169:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 146.16it/s, v_num=0]
Epoch 169: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.76it/s, v_num=0]
Epoch 169: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 145.84it/s, v_num=0]
Epoch 169: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 144.18it/s, v_num=0]
Epoch 169:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 170:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 170:   5%|▍         | 1/22 [00:00<00:00, 154.68it/s, v_num=0]
Epoch 170:   5%|▍         | 1/22 [00:00<00:00, 117.66it/s, v_num=0]
Epoch 170:   9%|β–‰         | 2/22 [00:00<00:00, 146.58it/s, v_num=0]
Epoch 170:   9%|β–‰         | 2/22 [00:00<00:00, 131.72it/s, v_num=0]
Epoch 170:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 149.12it/s, v_num=0]
Epoch 170:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 141.72it/s, v_num=0]
Epoch 170:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 153.04it/s, v_num=0]
Epoch 170:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 148.52it/s, v_num=0]
Epoch 170:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 153.46it/s, v_num=0]
Epoch 170:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 149.70it/s, v_num=0]
Epoch 170:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 156.10it/s, v_num=0]
Epoch 170:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 152.55it/s, v_num=0]
Epoch 170:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 157.79it/s, v_num=0]
Epoch 170:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 149.84it/s, v_num=0]
Epoch 170:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.02it/s, v_num=0]
Epoch 170:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 152.33it/s, v_num=0]
Epoch 170:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 156.68it/s, v_num=0]
Epoch 170:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.20it/s, v_num=0]
Epoch 170:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 157.76it/s, v_num=0]
Epoch 170:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 155.33it/s, v_num=0]
Epoch 170:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 155.59it/s, v_num=0]
Epoch 170:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.43it/s, v_num=0]
Epoch 170:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 157.27it/s, v_num=0]
Epoch 170:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 155.62it/s, v_num=0]
Epoch 170:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 158.38it/s, v_num=0]
Epoch 170:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 156.54it/s, v_num=0]
Epoch 170:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 159.66it/s, v_num=0]
Epoch 170:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 155.94it/s, v_num=0]
Epoch 170:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 157.26it/s, v_num=0]
Epoch 170:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 170:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 155.75it/s, v_num=0]
Epoch 170:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 170:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 156.29it/s, v_num=0]
Epoch 170:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 154.99it/s, v_num=0]
Epoch 170:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 157.90it/s, v_num=0]
Epoch 170:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 156.47it/s, v_num=0]
Epoch 170:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 158.78it/s, v_num=0]
Epoch 170:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 157.74it/s, v_num=0]
Epoch 170:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 158.97it/s, v_num=0]
Epoch 170:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 155.25it/s, v_num=0]
Epoch 170:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 156.78it/s, v_num=0]
Epoch 170:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 155.53it/s, v_num=0]
Epoch 170: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 157.51it/s, v_num=0]
Epoch 170: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.28it/s, v_num=0]
Epoch 170: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.00it/s, v_num=0]
Epoch 170:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 171:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 171:   5%|▍         | 1/22 [00:00<00:00, 136.44it/s, v_num=0]
Epoch 171:   5%|▍         | 1/22 [00:00<00:00, 121.75it/s, v_num=0]
Epoch 171:   9%|β–‰         | 2/22 [00:00<00:00, 152.51it/s, v_num=0]
Epoch 171:   9%|β–‰         | 2/22 [00:00<00:00, 142.45it/s, v_num=0]
Epoch 171:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 157.67it/s, v_num=0]
Epoch 171:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 150.66it/s, v_num=0]
Epoch 171:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 151.15it/s, v_num=0]
Epoch 171:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 138.05it/s, v_num=0]
Epoch 171:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 145.59it/s, v_num=0]
Epoch 171:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 142.03it/s, v_num=0]
Epoch 171:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 146.32it/s, v_num=0]
Epoch 171:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 138.70it/s, v_num=0]
Epoch 171:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 142.06it/s, v_num=0]
Epoch 171:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 139.58it/s, v_num=0]
Epoch 171:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 143.05it/s, v_num=0]
Epoch 171:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 140.87it/s, v_num=0]
Epoch 171:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 147.32it/s, v_num=0]
Epoch 171:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 145.19it/s, v_num=0]
Epoch 171:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 147.33it/s, v_num=0]
Epoch 171:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 145.08it/s, v_num=0]
Epoch 171:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 147.60it/s, v_num=0]
Epoch 171:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 145.50it/s, v_num=0]
Epoch 171:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 148.41it/s, v_num=0]
Epoch 171:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 144.70it/s, v_num=0]
Epoch 171:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 147.67it/s, v_num=0]
Epoch 171:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 144.16it/s, v_num=0]
Epoch 171:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 147.83it/s, v_num=0]
Epoch 171:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 146.33it/s, v_num=0]
Epoch 171:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 148.99it/s, v_num=0]
Epoch 171:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 146.74it/s, v_num=0]
Epoch 171:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 150.21it/s, v_num=0]
Epoch 171:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 149.13it/s, v_num=0]
Epoch 171:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 151.93it/s, v_num=0]
Epoch 171:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 150.90it/s, v_num=0]
Epoch 171:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 152.62it/s, v_num=0]
Epoch 171:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.33it/s, v_num=0]
Epoch 171:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.72it/s, v_num=0]
Epoch 171:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.42it/s, v_num=0]
Epoch 171:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 153.22it/s, v_num=0]
Epoch 171:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.72it/s, v_num=0]
Epoch 171:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 152.55it/s, v_num=0]
Epoch 171:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.55it/s, v_num=0]
Epoch 171: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 153.25it/s, v_num=0]
Epoch 171: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.41it/s, v_num=0]
Epoch 171: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.55it/s, v_num=0]
Epoch 171:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 172:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 172:   5%|▍         | 1/22 [00:00<00:00, 147.22it/s, v_num=0]
Epoch 172:   5%|▍         | 1/22 [00:00<00:00, 132.19it/s, v_num=0]
Epoch 172:   9%|β–‰         | 2/22 [00:00<00:00, 157.05it/s, v_num=0]
Epoch 172:   9%|β–‰         | 2/22 [00:00<00:00, 132.06it/s, v_num=0]
Epoch 172:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 152.19it/s, v_num=0]
Epoch 172:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 137.74it/s, v_num=0]
Epoch 172:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 152.82it/s, v_num=0]
Epoch 172:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 139.40it/s, v_num=0]
Epoch 172:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 147.66it/s, v_num=0]
Epoch 172:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 138.23it/s, v_num=0]
Epoch 172:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 148.75it/s, v_num=0]
Epoch 172:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 145.65it/s, v_num=0]
Epoch 172:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 150.02it/s, v_num=0]
Epoch 172:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 146.96it/s, v_num=0]
Epoch 172:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 153.93it/s, v_num=0]
Epoch 172:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 151.64it/s, v_num=0]
Epoch 172:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 156.19it/s, v_num=0]
Epoch 172:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.07it/s, v_num=0]
Epoch 172:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 157.86it/s, v_num=0]
Epoch 172:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 154.86it/s, v_num=0]
Epoch 172:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 158.21it/s, v_num=0]
Epoch 172:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 154.08it/s, v_num=0]
Epoch 172:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 157.87it/s, v_num=0]
Epoch 172:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 172:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 158.25it/s, v_num=0]
Epoch 172:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 156.75it/s, v_num=0]
Epoch 172:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 157.75it/s, v_num=0]
Epoch 172:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 153.90it/s, v_num=0]
Epoch 172:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 156.94it/s, v_num=0]
Epoch 172:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 155.58it/s, v_num=0]
Epoch 172:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 157.97it/s, v_num=0]
Epoch 172:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 156.71it/s, v_num=0]
Epoch 172:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 154.50it/s, v_num=0]
Epoch 172:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 151.53it/s, v_num=0]
Epoch 172:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 153.80it/s, v_num=0]
Epoch 172:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.27it/s, v_num=0]
Epoch 172:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 153.65it/s, v_num=0]
Epoch 172:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.48it/s, v_num=0]
Epoch 172:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 152.50it/s, v_num=0]
Epoch 172:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.06it/s, v_num=0]
Epoch 172:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 152.46it/s, v_num=0]
Epoch 172:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.56it/s, v_num=0]
Epoch 172: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 153.73it/s, v_num=0]
Epoch 172: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.21it/s, v_num=0]
Epoch 172: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.18it/s, v_num=0]
Epoch 172:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 173:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 173:   5%|▍         | 1/22 [00:00<00:00, 124.03it/s, v_num=0]
Epoch 173:   5%|▍         | 1/22 [00:00<00:00, 110.16it/s, v_num=0]
Epoch 173:   9%|β–‰         | 2/22 [00:00<00:00, 141.29it/s, v_num=0]
Epoch 173:   9%|β–‰         | 2/22 [00:00<00:00, 122.31it/s, v_num=0]
Epoch 173:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 144.83it/s, v_num=0]
Epoch 173:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 139.27it/s, v_num=0]
Epoch 173:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 148.83it/s, v_num=0]
Epoch 173:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 138.50it/s, v_num=0]
Epoch 173:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 149.32it/s, v_num=0]
Epoch 173:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 144.94it/s, v_num=0]
Epoch 173:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 147.30it/s, v_num=0]
Epoch 173:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 143.63it/s, v_num=0]
Epoch 173:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 145.85it/s, v_num=0]
Epoch 173:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 139.71it/s, v_num=0]
Epoch 173:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 144.27it/s, v_num=0]
Epoch 173:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 142.09it/s, v_num=0]
Epoch 173:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 147.15it/s, v_num=0]
Epoch 173:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 144.90it/s, v_num=0]
Epoch 173:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 148.33it/s, v_num=0]
Epoch 173:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 146.50it/s, v_num=0]
Epoch 173:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 149.36it/s, v_num=0]
Epoch 173:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 147.41it/s, v_num=0]
Epoch 173:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 150.74it/s, v_num=0]
Epoch 173:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 149.18it/s, v_num=0]
Epoch 173:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.17it/s, v_num=0]
Epoch 173:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 149.18it/s, v_num=0]
Epoch 173:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 151.44it/s, v_num=0]
Epoch 173:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 149.96it/s, v_num=0]
Epoch 173:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 151.76it/s, v_num=0]
Epoch 173:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 150.47it/s, v_num=0]
Epoch 173:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 152.10it/s, v_num=0]
Epoch 173:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 148.97it/s, v_num=0]
Epoch 173:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 151.57it/s, v_num=0]
Epoch 173:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 150.21it/s, v_num=0]
Epoch 173:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 152.47it/s, v_num=0]
Epoch 173:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.12it/s, v_num=0]
Epoch 173:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.83it/s, v_num=0]
Epoch 173:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 150.11it/s, v_num=0]
Epoch 173:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 152.36it/s, v_num=0]
Epoch 173:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 151.37it/s, v_num=0]
Epoch 173:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 152.43it/s, v_num=0]
Epoch 173:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.29it/s, v_num=0]
Epoch 173: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 153.20it/s, v_num=0]
Epoch 173: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.30it/s, v_num=0]
Epoch 173: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.44it/s, v_num=0]
Epoch 173:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 174:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 174:   5%|▍         | 1/22 [00:00<00:00, 124.82it/s, v_num=0]
Epoch 174:   5%|▍         | 1/22 [00:00<00:00, 102.09it/s, v_num=0]
Epoch 174:   9%|β–‰         | 2/22 [00:00<00:00, 133.40it/s, v_num=0]
Epoch 174:   9%|β–‰         | 2/22 [00:00<00:00, 117.85it/s, v_num=0]
Epoch 174:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 138.94it/s, v_num=0]
Epoch 174:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 132.26it/s, v_num=0]
Epoch 174:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 144.32it/s, v_num=0]
Epoch 174:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 138.94it/s, v_num=0]
Epoch 174:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 146.53it/s, v_num=0]
Epoch 174:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 142.95it/s, v_num=0]
Epoch 174:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 150.25it/s, v_num=0]
Epoch 174:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 147.08it/s, v_num=0]
Epoch 174:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 151.62it/s, v_num=0]
Epoch 174:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 148.60it/s, v_num=0]
Epoch 174:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 152.57it/s, v_num=0]
Epoch 174:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 149.76it/s, v_num=0]
Epoch 174:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 151.84it/s, v_num=0]
Epoch 174:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 149.41it/s, v_num=0]
Epoch 174:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 152.52it/s, v_num=0]
Epoch 174:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 150.61it/s, v_num=0]
Epoch 174:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 152.70it/s, v_num=0]
Epoch 174:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 150.96it/s, v_num=0]
Epoch 174:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 152.22it/s, v_num=0]
Epoch 174:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 145.32it/s, v_num=0]
Epoch 174:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 146.42it/s, v_num=0]
Epoch 174:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 144.91it/s, v_num=0]
Epoch 174:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 147.45it/s, v_num=0]
Epoch 174:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 145.95it/s, v_num=0]
Epoch 174:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 149.10it/s, v_num=0]
Epoch 174:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 147.89it/s, v_num=0]
Epoch 174:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 149.16it/s, v_num=0]
Epoch 174:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 147.88it/s, v_num=0]
Epoch 174:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 149.66it/s, v_num=0]
Epoch 174:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 147.88it/s, v_num=0]
Epoch 174:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.67it/s, v_num=0]
Epoch 174:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 150.26it/s, v_num=0]
Epoch 174:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 153.93it/s, v_num=0]
Epoch 174:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.90it/s, v_num=0]
Epoch 174:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 155.36it/s, v_num=0]
Epoch 174:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 154.04it/s, v_num=0]
Epoch 174:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.43it/s, v_num=0]
Epoch 174:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 155.89it/s, v_num=0]
Epoch 174: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.35it/s, v_num=0]
Epoch 174: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 158.05it/s, v_num=0]
Epoch 174: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.16it/s, v_num=0]
Epoch 174:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 175:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 175:   5%|▍         | 1/22 [00:00<00:00, 156.78it/s, v_num=0]
Epoch 175:   5%|▍         | 1/22 [00:00<00:00, 130.36it/s, v_num=0]
Epoch 175:   9%|β–‰         | 2/22 [00:00<00:00, 177.89it/s, v_num=0]
Epoch 175:   9%|β–‰         | 2/22 [00:00<00:00, 160.61it/s, v_num=0]
Epoch 175:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 186.41it/s, v_num=0]
Epoch 175:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 177.72it/s, v_num=0]
Epoch 175:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 191.68it/s, v_num=0]
Epoch 175:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 183.91it/s, v_num=0]
Epoch 175:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 194.82it/s, v_num=0]
Epoch 175:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.81it/s, v_num=0]
Epoch 175:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 197.14it/s, v_num=0]
Epoch 175:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 191.87it/s, v_num=0]
Epoch 175:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 199.55it/s, v_num=0]
Epoch 175:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 195.00it/s, v_num=0]
Epoch 175:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 200.02it/s, v_num=0]
Epoch 175:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 194.78it/s, v_num=0]
Epoch 175:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 198.75it/s, v_num=0]
Epoch 175:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 194.45it/s, v_num=0]
Epoch 175:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 198.86it/s, v_num=0]
Epoch 175:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 195.56it/s, v_num=0]
Epoch 175:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 199.23it/s, v_num=0]
Epoch 175:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 195.78it/s, v_num=0]
Epoch 175:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 198.02it/s, v_num=0]
Epoch 175:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 195.02it/s, v_num=0]
Epoch 175:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 197.97it/s, v_num=0]
Epoch 175:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 195.05it/s, v_num=0]
Epoch 175:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 193.13it/s, v_num=0]
Epoch 175:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 190.48it/s, v_num=0]
Epoch 175:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.48it/s, v_num=0]
Epoch 175:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.91it/s, v_num=0]
Epoch 175:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 193.49it/s, v_num=0]
Epoch 175:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 191.08it/s, v_num=0]
Epoch 175:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 193.53it/s, v_num=0]
Epoch 175:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 190.12it/s, v_num=0]
Epoch 175:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 192.65it/s, v_num=0]
Epoch 175:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 190.93it/s, v_num=0]
Epoch 175:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 193.44it/s, v_num=0]
Epoch 175:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 191.75it/s, v_num=0]
Epoch 175:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 191.42it/s, v_num=0]
Epoch 175:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 189.93it/s, v_num=0]
Epoch 175:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 190.59it/s, v_num=0]
Epoch 175:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 188.99it/s, v_num=0]
Epoch 175: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 189.84it/s, v_num=0]
Epoch 175: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.60it/s, v_num=0]
Epoch 175: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 183.56it/s, v_num=0]
Epoch 175:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 176:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 176:   5%|▍         | 1/22 [00:00<00:00, 162.17it/s, v_num=0]
Epoch 176:   5%|▍         | 1/22 [00:00<00:00, 136.19it/s, v_num=0]
Epoch 176:   9%|β–‰         | 2/22 [00:00<00:00, 178.32it/s, v_num=0]
Epoch 176:   9%|β–‰         | 2/22 [00:00<00:00, 158.91it/s, v_num=0]
Epoch 176:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 181.55it/s, v_num=0]
Epoch 176:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 169.62it/s, v_num=0]
Epoch 176:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 186.79it/s, v_num=0]
Epoch 176:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 177.06it/s, v_num=0]
Epoch 176:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.63it/s, v_num=0]
Epoch 176:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 178.84it/s, v_num=0]
Epoch 176:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 187.03it/s, v_num=0]
Epoch 176:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 180.86it/s, v_num=0]
Epoch 176:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 190.13it/s, v_num=0]
Epoch 176:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 184.23it/s, v_num=0]
Epoch 176:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 193.06it/s, v_num=0]
Epoch 176:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 186.34it/s, v_num=0]
Epoch 176:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.89it/s, v_num=0]
Epoch 176:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 187.26it/s, v_num=0]
Epoch 176:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 193.47it/s, v_num=0]
Epoch 176:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 189.16it/s, v_num=0]
Epoch 176:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 194.23it/s, v_num=0]
Epoch 176:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 190.25it/s, v_num=0]
Epoch 176:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 190.74it/s, v_num=0]
Epoch 176:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 187.29it/s, v_num=0]
Epoch 176:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 189.83it/s, v_num=0]
Epoch 176:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 186.73it/s, v_num=0]
Epoch 176:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 191.58it/s, v_num=0]
Epoch 176:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 188.27it/s, v_num=0]
Epoch 176:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 191.71it/s, v_num=0]
Epoch 176:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 188.95it/s, v_num=0]
Epoch 176:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 192.77it/s, v_num=0]
Epoch 176:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 190.12it/s, v_num=0]
Epoch 176:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 192.76it/s, v_num=0]
Epoch 176:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 190.30it/s, v_num=0]
Epoch 176:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 193.10it/s, v_num=0]
Epoch 176:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 190.88it/s, v_num=0]
Epoch 176:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 193.94it/s, v_num=0]
Epoch 176:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 191.71it/s, v_num=0]
Epoch 176:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 194.53it/s, v_num=0]
Epoch 176:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 192.52it/s, v_num=0]
Epoch 176:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 195.01it/s, v_num=0]
Epoch 176:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 192.95it/s, v_num=0]
Epoch 176: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 195.93it/s, v_num=0]
Epoch 176: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 194.02it/s, v_num=0]
Epoch 176: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.09it/s, v_num=0]
Epoch 176:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 177:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 177:   5%|▍         | 1/22 [00:00<00:00, 200.00it/s, v_num=0]
Epoch 177:   5%|▍         | 1/22 [00:00<00:00, 161.36it/s, v_num=0]
Epoch 177:   9%|β–‰         | 2/22 [00:00<00:00, 199.09it/s, v_num=0]
Epoch 177:   9%|β–‰         | 2/22 [00:00<00:00, 179.42it/s, v_num=0]
Epoch 177:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 201.46it/s, v_num=0]
Epoch 177:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 187.70it/s, v_num=0]
Epoch 177:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 197.94it/s, v_num=0]
Epoch 177:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 186.49it/s, v_num=0]
Epoch 177:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 197.94it/s, v_num=0]
Epoch 177:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 189.40it/s, v_num=0]
Epoch 177:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 197.47it/s, v_num=0]
Epoch 177:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 190.33it/s, v_num=0]
Epoch 177:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 182.73it/s, v_num=0]
Epoch 177:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 177.59it/s, v_num=0]
Epoch 177:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 184.91it/s, v_num=0]
Epoch 177:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 180.00it/s, v_num=0]
Epoch 177:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 181.45it/s, v_num=0]
Epoch 177:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 176.38it/s, v_num=0]
Epoch 177:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 182.27it/s, v_num=0]
Epoch 177:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 178.53it/s, v_num=0]
Epoch 177:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 183.83it/s, v_num=0]
Epoch 177:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 180.19it/s, v_num=0]
Epoch 177:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 185.87it/s, v_num=0]
Epoch 177:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 182.67it/s, v_num=0]
Epoch 177:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 186.19it/s, v_num=0]
Epoch 177:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 183.31it/s, v_num=0]
Epoch 177:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 187.99it/s, v_num=0]
Epoch 177:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 185.15it/s, v_num=0]
Epoch 177:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 188.91it/s, v_num=0]
Epoch 177:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 186.20it/s, v_num=0]
Epoch 177:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 189.06it/s, v_num=0]
Epoch 177:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 186.54it/s, v_num=0]
Epoch 177:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 190.12it/s, v_num=0]
Epoch 177:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 187.72it/s, v_num=0]
Epoch 177:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.21it/s, v_num=0]
Epoch 177:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 188.96it/s, v_num=0]
Epoch 177:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 192.19it/s, v_num=0]
Epoch 177:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 189.90it/s, v_num=0]
Epoch 177:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 192.98it/s, v_num=0]
Epoch 177:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 190.75it/s, v_num=0]
Epoch 177:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 193.44it/s, v_num=0]
Epoch 177:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.37it/s, v_num=0]
Epoch 177: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 194.35it/s, v_num=0]
Epoch 177: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.14it/s, v_num=0]
Epoch 177: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 190.10it/s, v_num=0]
Epoch 177:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 178:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 178:   5%|▍         | 1/22 [00:00<00:00, 206.06it/s, v_num=0]
Epoch 178:   5%|▍         | 1/22 [00:00<00:00, 167.20it/s, v_num=0]
Epoch 178:   9%|β–‰         | 2/22 [00:00<00:00, 199.12it/s, v_num=0]
Epoch 178:   9%|β–‰         | 2/22 [00:00<00:00, 178.26it/s, v_num=0]
Epoch 178:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 203.94it/s, v_num=0]
Epoch 178:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 189.21it/s, v_num=0]
Epoch 178:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 203.81it/s, v_num=0]
Epoch 178:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 191.72it/s, v_num=0]
Epoch 178:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 204.67it/s, v_num=0]
Epoch 178:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 194.72it/s, v_num=0]
Epoch 178:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 202.26it/s, v_num=0]
Epoch 178:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 194.55it/s, v_num=0]
Epoch 178:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 203.54it/s, v_num=0]
Epoch 178:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 197.27it/s, v_num=0]
Epoch 178:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 198.51it/s, v_num=0]
Epoch 178:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 191.30it/s, v_num=0]
Epoch 178:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 196.20it/s, v_num=0]
Epoch 178:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.37it/s, v_num=0]
Epoch 178:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 197.12it/s, v_num=0]
Epoch 178:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.60it/s, v_num=0]
Epoch 178:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 197.86it/s, v_num=0]
Epoch 178:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 193.63it/s, v_num=0]
Epoch 178:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 197.65it/s, v_num=0]
Epoch 178:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 193.73it/s, v_num=0]
Epoch 178:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 198.96it/s, v_num=0]
Epoch 178:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 195.50it/s, v_num=0]
Epoch 178:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 199.90it/s, v_num=0]
Epoch 178:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 196.73it/s, v_num=0]
Epoch 178:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 199.52it/s, v_num=0]
Epoch 178:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 195.97it/s, v_num=0]
Epoch 178:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 197.77it/s, v_num=0]
Epoch 178:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 194.59it/s, v_num=0]
Epoch 178:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 196.76it/s, v_num=0]
Epoch 178:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 193.84it/s, v_num=0]
Epoch 178:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 194.97it/s, v_num=0]
Epoch 178:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 192.22it/s, v_num=0]
Epoch 178:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 194.40it/s, v_num=0]
Epoch 178:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 192.20it/s, v_num=0]
Epoch 178:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 194.48it/s, v_num=0]
Epoch 178:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 192.32it/s, v_num=0]
Epoch 178:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 193.96it/s, v_num=0]
Epoch 178:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.74it/s, v_num=0]
Epoch 178: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.02it/s, v_num=0]
Epoch 178: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.67it/s, v_num=0]
Epoch 178: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.19it/s, v_num=0]
Epoch 178:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 179:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 179:   5%|▍         | 1/22 [00:00<00:00, 164.02it/s, v_num=0]
Epoch 179:   5%|▍         | 1/22 [00:00<00:00, 121.49it/s, v_num=0]
Epoch 179:   9%|β–‰         | 2/22 [00:00<00:00, 165.57it/s, v_num=0]
Epoch 179:   9%|β–‰         | 2/22 [00:00<00:00, 152.58it/s, v_num=0]
Epoch 179:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 159.34it/s, v_num=0]
Epoch 179:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 152.38it/s, v_num=0]
Epoch 179:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 164.27it/s, v_num=0]
Epoch 179:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 158.97it/s, v_num=0]
Epoch 179:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 154.24it/s, v_num=0]
Epoch 179:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 149.47it/s, v_num=0]
Epoch 179:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 155.01it/s, v_num=0]
Epoch 179:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 151.72it/s, v_num=0]
Epoch 179:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 156.69it/s, v_num=0]
Epoch 179:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 153.73it/s, v_num=0]
Epoch 179:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.30it/s, v_num=0]
Epoch 179:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 152.45it/s, v_num=0]
Epoch 179:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 153.76it/s, v_num=0]
Epoch 179:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 151.61it/s, v_num=0]
Epoch 179:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 155.14it/s, v_num=0]
Epoch 179:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 153.04it/s, v_num=0]
Epoch 179:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 154.36it/s, v_num=0]
Epoch 179:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 149.72it/s, v_num=0]
Epoch 179:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 153.27it/s, v_num=0]
Epoch 179:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 149.60it/s, v_num=0]
Epoch 179:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 150.69it/s, v_num=0]
Epoch 179:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 148.97it/s, v_num=0]
Epoch 179:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 150.98it/s, v_num=0]
Epoch 179:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 147.55it/s, v_num=0]
Epoch 179:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 149.54it/s, v_num=0]
Epoch 179:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 146.03it/s, v_num=0]
Epoch 179:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 148.31it/s, v_num=0]
Epoch 179:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 145.94it/s, v_num=0]
Epoch 179:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 148.50it/s, v_num=0]
Epoch 179:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 147.07it/s, v_num=0]
Epoch 179:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 148.46it/s, v_num=0]
Epoch 179:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 147.20it/s, v_num=0]
Epoch 179:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 148.29it/s, v_num=0]
Epoch 179:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 147.23it/s, v_num=0]
Epoch 179:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 148.61it/s, v_num=0]
Epoch 179:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 146.39it/s, v_num=0]
Epoch 179:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 147.16it/s, v_num=0]
Epoch 179:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 146.26it/s, v_num=0]
Epoch 179: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.23it/s, v_num=0]
Epoch 179: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 146.41it/s, v_num=0]
Epoch 179: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 143.91it/s, v_num=0]
Epoch 179:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 180:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 180:   5%|▍         | 1/22 [00:00<00:00, 152.59it/s, v_num=0]
Epoch 180:   5%|▍         | 1/22 [00:00<00:00, 134.05it/s, v_num=0]
Epoch 180:   9%|β–‰         | 2/22 [00:00<00:00, 155.30it/s, v_num=0]
Epoch 180:   9%|β–‰         | 2/22 [00:00<00:00, 134.58it/s, v_num=0]
Epoch 180:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 149.87it/s, v_num=0]
Epoch 180:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 133.00it/s, v_num=0]
Epoch 180:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 148.33it/s, v_num=0]
Epoch 180:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 143.55it/s, v_num=0]
Epoch 180:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 150.67it/s, v_num=0]
Epoch 180:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 146.18it/s, v_num=0]
Epoch 180:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 149.65it/s, v_num=0]
Epoch 180:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 145.78it/s, v_num=0]
Epoch 180:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 150.85it/s, v_num=0]
Epoch 180:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 147.77it/s, v_num=0]
Epoch 180:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 150.09it/s, v_num=0]
Epoch 180:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 147.63it/s, v_num=0]
Epoch 180:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 151.19it/s, v_num=0]
Epoch 180:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 149.21it/s, v_num=0]
Epoch 180:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 150.97it/s, v_num=0]
Epoch 180:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 146.50it/s, v_num=0]
Epoch 180:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 144.96it/s, v_num=0]
Epoch 180:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 138.64it/s, v_num=0]
Epoch 180:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 141.35it/s, v_num=0]
Epoch 180:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 137.34it/s, v_num=0]
Epoch 180:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 138.72it/s, v_num=0]
Epoch 180:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 134.59it/s, v_num=0]
Epoch 180:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 136.72it/s, v_num=0]
Epoch 180:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 132.98it/s, v_num=0]
Epoch 180:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 134.65it/s, v_num=0]
Epoch 180:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 133.09it/s, v_num=0]
Epoch 180:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 137.63it/s, v_num=0]
Epoch 180:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 136.28it/s, v_num=0]
Epoch 180:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 140.43it/s, v_num=0]
Epoch 180:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 138.87it/s, v_num=0]
Epoch 180:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 142.80it/s, v_num=0]
Epoch 180:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 141.54it/s, v_num=0]
Epoch 180:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 144.94it/s, v_num=0]
Epoch 180:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 143.52it/s, v_num=0]
Epoch 180:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 147.05it/s, v_num=0]
Epoch 180:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 145.80it/s, v_num=0]
Epoch 180:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 149.41it/s, v_num=0]
Epoch 180:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 147.87it/s, v_num=0]
Epoch 180: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.03it/s, v_num=0]
Epoch 180: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.88it/s, v_num=0]
Epoch 180: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 148.61it/s, v_num=0]
Epoch 180:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 181:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 181:   5%|▍         | 1/22 [00:00<00:00, 192.88it/s, v_num=0]
Epoch 181:   5%|▍         | 1/22 [00:00<00:00, 153.81it/s, v_num=0]
Epoch 181:   9%|β–‰         | 2/22 [00:00<00:00, 198.11it/s, v_num=0]
Epoch 181:   9%|β–‰         | 2/22 [00:00<00:00, 176.01it/s, v_num=0]
Epoch 181:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 196.37it/s, v_num=0]
Epoch 181:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 180.28it/s, v_num=0]
Epoch 181:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 194.44it/s, v_num=0]
Epoch 181:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 180.19it/s, v_num=0]
Epoch 181:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 190.59it/s, v_num=0]
Epoch 181:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 183.13it/s, v_num=0]
Epoch 181:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 193.88it/s, v_num=0]
Epoch 181:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 186.67it/s, v_num=0]
Epoch 181:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 196.07it/s, v_num=0]
Epoch 181:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 189.43it/s, v_num=0]
Epoch 181:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 195.51it/s, v_num=0]
Epoch 181:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 190.14it/s, v_num=0]
Epoch 181:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 196.20it/s, v_num=0]
Epoch 181:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.28it/s, v_num=0]
Epoch 181:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.33it/s, v_num=0]
Epoch 181:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 187.82it/s, v_num=0]
Epoch 181:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 191.57it/s, v_num=0]
Epoch 181:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 187.92it/s, v_num=0]
Epoch 181:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 193.56it/s, v_num=0]
Epoch 181:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 189.50it/s, v_num=0]
Epoch 181:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 194.69it/s, v_num=0]
Epoch 181:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 191.46it/s, v_num=0]
Epoch 181:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 195.38it/s, v_num=0]
Epoch 181:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 192.38it/s, v_num=0]
Epoch 181:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 196.16it/s, v_num=0]
Epoch 181:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.00it/s, v_num=0]
Epoch 181:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 197.19it/s, v_num=0]
Epoch 181:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 194.41it/s, v_num=0]
Epoch 181:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 197.54it/s, v_num=0]
Epoch 181:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 195.19it/s, v_num=0]
Epoch 181:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 198.02it/s, v_num=0]
Epoch 181:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 195.47it/s, v_num=0]
Epoch 181:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 191.25it/s, v_num=0]
Epoch 181:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 188.83it/s, v_num=0]
Epoch 181:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 191.18it/s, v_num=0]
Epoch 181:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 189.14it/s, v_num=0]
Epoch 181:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.95it/s, v_num=0]
Epoch 181:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 189.98it/s, v_num=0]
Epoch 181: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.71it/s, v_num=0]
Epoch 181: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 190.42it/s, v_num=0]
Epoch 181: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.42it/s, v_num=0]
Epoch 181:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 182:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 182:   5%|▍         | 1/22 [00:00<00:00, 201.13it/s, v_num=0]
Epoch 182:   5%|▍         | 1/22 [00:00<00:00, 162.92it/s, v_num=0]
Epoch 182:   9%|β–‰         | 2/22 [00:00<00:00, 200.38it/s, v_num=0]
Epoch 182:   9%|β–‰         | 2/22 [00:00<00:00, 176.16it/s, v_num=0]
Epoch 182:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 195.19it/s, v_num=0]
Epoch 182:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 180.15it/s, v_num=0]
Epoch 182:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 195.89it/s, v_num=0]
Epoch 182:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 184.75it/s, v_num=0]
Epoch 182:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 196.55it/s, v_num=0]
Epoch 182:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.73it/s, v_num=0]
Epoch 182:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 197.78it/s, v_num=0]
Epoch 182:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 190.20it/s, v_num=0]
Epoch 182:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 190.23it/s, v_num=0]
Epoch 182:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 184.81it/s, v_num=0]
Epoch 182:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 193.30it/s, v_num=0]
Epoch 182:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 171.57it/s, v_num=0]
Epoch 182:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 176.28it/s, v_num=0]
Epoch 182:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 173.48it/s, v_num=0]
Epoch 182:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 176.73it/s, v_num=0]
Epoch 182:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 170.08it/s, v_num=0]
Epoch 182:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 174.80it/s, v_num=0]
Epoch 182:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 171.03it/s, v_num=0]
Epoch 182:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 168.40it/s, v_num=0]
Epoch 182:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 165.68it/s, v_num=0]
Epoch 182:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 169.18it/s, v_num=0]
Epoch 182:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 166.37it/s, v_num=0]
Epoch 182:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 170.71it/s, v_num=0]
Epoch 182:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 168.32it/s, v_num=0]
Epoch 182:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 172.63it/s, v_num=0]
Epoch 182:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 170.50it/s, v_num=0]
Epoch 182:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 174.05it/s, v_num=0]
Epoch 182:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 172.01it/s, v_num=0]
Epoch 182:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 175.92it/s, v_num=0]
Epoch 182:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 173.93it/s, v_num=0]
Epoch 182:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 177.66it/s, v_num=0]
Epoch 182:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 175.70it/s, v_num=0]
Epoch 182:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 178.57it/s, v_num=0]
Epoch 182:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 176.73it/s, v_num=0]
Epoch 182:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 179.98it/s, v_num=0]
Epoch 182:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 178.20it/s, v_num=0]
Epoch 182:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 180.93it/s, v_num=0]
Epoch 182:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 179.31it/s, v_num=0]
Epoch 182: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 182.38it/s, v_num=0]
Epoch 182: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 180.30it/s, v_num=0]
Epoch 182: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 178.59it/s, v_num=0]
Epoch 182:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 183:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 183:   5%|▍         | 1/22 [00:00<00:00, 233.09it/s, v_num=0]
Epoch 183:   5%|▍         | 1/22 [00:00<00:00, 185.33it/s, v_num=0]
Epoch 183:   9%|β–‰         | 2/22 [00:00<00:00, 190.46it/s, v_num=0]
Epoch 183:   9%|β–‰         | 2/22 [00:00<00:00, 169.28it/s, v_num=0]
Epoch 183:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 185.93it/s, v_num=0]
Epoch 183:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 173.28it/s, v_num=0]
Epoch 183:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 189.11it/s, v_num=0]
Epoch 183:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 179.67it/s, v_num=0]
Epoch 183:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 189.46it/s, v_num=0]
Epoch 183:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 181.19it/s, v_num=0]
Epoch 183:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 191.47it/s, v_num=0]
Epoch 183:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 184.32it/s, v_num=0]
Epoch 183:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 191.49it/s, v_num=0]
Epoch 183:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 185.09it/s, v_num=0]
Epoch 183:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 190.45it/s, v_num=0]
Epoch 183:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 185.41it/s, v_num=0]
Epoch 183:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.71it/s, v_num=0]
Epoch 183:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 186.37it/s, v_num=0]
Epoch 183:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 191.66it/s, v_num=0]
Epoch 183:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 187.13it/s, v_num=0]
Epoch 183:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 192.14it/s, v_num=0]
Epoch 183:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 185.66it/s, v_num=0]
Epoch 183:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 190.58it/s, v_num=0]
Epoch 183:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 186.77it/s, v_num=0]
Epoch 183:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 190.69it/s, v_num=0]
Epoch 183:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 187.23it/s, v_num=0]
Epoch 183:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 190.04it/s, v_num=0]
Epoch 183:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 187.12it/s, v_num=0]
Epoch 183:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.23it/s, v_num=0]
Epoch 183:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 187.23it/s, v_num=0]
Epoch 183:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 189.05it/s, v_num=0]
Epoch 183:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 186.13it/s, v_num=0]
Epoch 183:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 188.76it/s, v_num=0]
Epoch 183:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 186.31it/s, v_num=0]
Epoch 183:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 188.61it/s, v_num=0]
Epoch 183:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 186.28it/s, v_num=0]
Epoch 183:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 187.44it/s, v_num=0]
Epoch 183:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 184.99it/s, v_num=0]
Epoch 183:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 187.59it/s, v_num=0]
Epoch 183:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 185.56it/s, v_num=0]
Epoch 183:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 188.15it/s, v_num=0]
Epoch 183:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.23it/s, v_num=0]
Epoch 183: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.96it/s, v_num=0]
Epoch 183: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.13it/s, v_num=0]
Epoch 183: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 184.92it/s, v_num=0]
Epoch 183:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 184:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 184:   5%|▍         | 1/22 [00:00<00:00, 190.61it/s, v_num=0]
Epoch 184:   5%|▍         | 1/22 [00:00<00:00, 154.40it/s, v_num=0]
Epoch 184:   9%|β–‰         | 2/22 [00:00<00:00, 196.58it/s, v_num=0]
Epoch 184:   9%|β–‰         | 2/22 [00:00<00:00, 177.07it/s, v_num=0]
Epoch 184:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 178.68it/s, v_num=0]
Epoch 184:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 167.83it/s, v_num=0]
Epoch 184:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 185.90it/s, v_num=0]
Epoch 184:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 177.03it/s, v_num=0]
Epoch 184:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 191.14it/s, v_num=0]
Epoch 184:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 183.43it/s, v_num=0]
Epoch 184:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 192.85it/s, v_num=0]
Epoch 184:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 185.60it/s, v_num=0]
Epoch 184:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 193.73it/s, v_num=0]
Epoch 184:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 187.41it/s, v_num=0]
Epoch 184:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 195.59it/s, v_num=0]
Epoch 184:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 189.92it/s, v_num=0]
Epoch 184:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 194.60it/s, v_num=0]
Epoch 184:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 189.93it/s, v_num=0]
Epoch 184:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 196.59it/s, v_num=0]
Epoch 184:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.09it/s, v_num=0]
Epoch 184:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 189.91it/s, v_num=0]
Epoch 184:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 173.69it/s, v_num=0]
Epoch 184:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 173.10it/s, v_num=0]
Epoch 184:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 170.74it/s, v_num=0]
Epoch 184:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 163.96it/s, v_num=0]
Epoch 184:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 159.50it/s, v_num=0]
Epoch 184:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 162.87it/s, v_num=0]
Epoch 184:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 161.27it/s, v_num=0]
Epoch 184:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 162.73it/s, v_num=0]
Epoch 184:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 159.12it/s, v_num=0]
Epoch 184:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 160.80it/s, v_num=0]
Epoch 184:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 159.12it/s, v_num=0]
Epoch 184:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 163.22it/s, v_num=0]
Epoch 184:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 161.54it/s, v_num=0]
Epoch 184:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 165.07it/s, v_num=0]
Epoch 184:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 163.41it/s, v_num=0]
Epoch 184:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 164.21it/s, v_num=0]
Epoch 184:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 162.51it/s, v_num=0]
Epoch 184:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 165.80it/s, v_num=0]
Epoch 184:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 164.11it/s, v_num=0]
Epoch 184:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 166.57it/s, v_num=0]
Epoch 184:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 165.07it/s, v_num=0]
Epoch 184: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 167.73it/s, v_num=0]
Epoch 184: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 166.29it/s, v_num=0]
Epoch 184: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 164.92it/s, v_num=0]
Epoch 184:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 185:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 185:   5%|▍         | 1/22 [00:00<00:00, 194.25it/s, v_num=0]
Epoch 185:   5%|▍         | 1/22 [00:00<00:00, 160.38it/s, v_num=0]
Epoch 185:   9%|β–‰         | 2/22 [00:00<00:00, 186.16it/s, v_num=0]
Epoch 185:   9%|β–‰         | 2/22 [00:00<00:00, 172.99it/s, v_num=0]
Epoch 185:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 191.88it/s, v_num=0]
Epoch 185:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 181.66it/s, v_num=0]
Epoch 185:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 193.44it/s, v_num=0]
Epoch 185:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 184.91it/s, v_num=0]
Epoch 185:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 195.97it/s, v_num=0]
Epoch 185:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.63it/s, v_num=0]
Epoch 185:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 194.07it/s, v_num=0]
Epoch 185:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 189.30it/s, v_num=0]
Epoch 185:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 197.34it/s, v_num=0]
Epoch 185:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 191.77it/s, v_num=0]
Epoch 185:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 195.38it/s, v_num=0]
Epoch 185:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 190.17it/s, v_num=0]
Epoch 185:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 195.48it/s, v_num=0]
Epoch 185:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 192.31it/s, v_num=0]
Epoch 185:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 196.87it/s, v_num=0]
Epoch 185:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.18it/s, v_num=0]
Epoch 185:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 195.79it/s, v_num=0]
Epoch 185:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 192.93it/s, v_num=0]
Epoch 185:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 196.43it/s, v_num=0]
Epoch 185:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 193.24it/s, v_num=0]
Epoch 185:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 197.16it/s, v_num=0]
Epoch 185:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 194.26it/s, v_num=0]
Epoch 185:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 195.66it/s, v_num=0]
Epoch 185:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 192.93it/s, v_num=0]
Epoch 185:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 195.31it/s, v_num=0]
Epoch 185:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 192.80it/s, v_num=0]
Epoch 185:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 195.19it/s, v_num=0]
Epoch 185:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 192.89it/s, v_num=0]
Epoch 185:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 192.93it/s, v_num=0]
Epoch 185:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 189.38it/s, v_num=0]
Epoch 185:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 192.13it/s, v_num=0]
Epoch 185:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 190.38it/s, v_num=0]
Epoch 185:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 192.45it/s, v_num=0]
Epoch 185:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 190.23it/s, v_num=0]
Epoch 185:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 192.06it/s, v_num=0]
Epoch 185:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 190.52it/s, v_num=0]
Epoch 185:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 192.30it/s, v_num=0]
Epoch 185:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 190.39it/s, v_num=0]
Epoch 185: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 192.13it/s, v_num=0]
Epoch 185: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 190.04it/s, v_num=0]
Epoch 185: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 187.79it/s, v_num=0]
Epoch 185:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 186:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 186:   5%|▍         | 1/22 [00:00<00:00, 208.60it/s, v_num=0]
Epoch 186:   5%|▍         | 1/22 [00:00<00:00, 163.60it/s, v_num=0]
Epoch 186:   9%|β–‰         | 2/22 [00:00<00:00, 190.14it/s, v_num=0]
Epoch 186:   9%|β–‰         | 2/22 [00:00<00:00, 167.28it/s, v_num=0]
Epoch 186:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 188.40it/s, v_num=0]
Epoch 186:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 176.40it/s, v_num=0]
Epoch 186:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 186.92it/s, v_num=0]
Epoch 186:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 177.33it/s, v_num=0]
Epoch 186:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 188.45it/s, v_num=0]
Epoch 186:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 182.58it/s, v_num=0]
Epoch 186:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 189.53it/s, v_num=0]
Epoch 186:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 184.58it/s, v_num=0]
Epoch 186:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 184.52it/s, v_num=0]
Epoch 186:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 173.17it/s, v_num=0]
Epoch 186:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 176.19it/s, v_num=0]
Epoch 186:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 169.00it/s, v_num=0]
Epoch 186:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 164.66it/s, v_num=0]
Epoch 186:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 158.38it/s, v_num=0]
Epoch 186:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 162.51it/s, v_num=0]
Epoch 186:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 157.03it/s, v_num=0]
Epoch 186:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 162.68it/s, v_num=0]
Epoch 186:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 159.93it/s, v_num=0]
Epoch 186:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 161.59it/s, v_num=0]
Epoch 186:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 159.13it/s, v_num=0]
Epoch 186:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 164.57it/s, v_num=0]
Epoch 186:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 161.84it/s, v_num=0]
Epoch 186:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 166.84it/s, v_num=0]
Epoch 186:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 164.56it/s, v_num=0]
Epoch 186:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 169.38it/s, v_num=0]
Epoch 186:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 166.67it/s, v_num=0]
Epoch 186:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 171.04it/s, v_num=0]
Epoch 186:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 168.88it/s, v_num=0]
Epoch 186:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 172.33it/s, v_num=0]
Epoch 186:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 169.97it/s, v_num=0]
Epoch 186:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 173.46it/s, v_num=0]
Epoch 186:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 171.58it/s, v_num=0]
Epoch 186:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 174.70it/s, v_num=0]
Epoch 186:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 172.70it/s, v_num=0]
Epoch 186:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 175.95it/s, v_num=0]
Epoch 186:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 174.19it/s, v_num=0]
Epoch 186:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 176.84it/s, v_num=0]
Epoch 186:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 174.96it/s, v_num=0]
Epoch 186: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 177.54it/s, v_num=0]
Epoch 186: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 175.95it/s, v_num=0]
Epoch 186: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 174.29it/s, v_num=0]
Epoch 186:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 187:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 187:   5%|▍         | 1/22 [00:00<00:00, 206.42it/s, v_num=0]
Epoch 187:   5%|▍         | 1/22 [00:00<00:00, 166.25it/s, v_num=0]
Epoch 187:   9%|β–‰         | 2/22 [00:00<00:00, 180.55it/s, v_num=0]
Epoch 187:   9%|β–‰         | 2/22 [00:00<00:00, 163.64it/s, v_num=0]
Epoch 187:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 187.66it/s, v_num=0]
Epoch 187:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 175.03it/s, v_num=0]
Epoch 187:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 184.04it/s, v_num=0]
Epoch 187:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 172.64it/s, v_num=0]
Epoch 187:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.87it/s, v_num=0]
Epoch 187:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 179.29it/s, v_num=0]
Epoch 187:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 187.57it/s, v_num=0]
Epoch 187:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 180.66it/s, v_num=0]
Epoch 187:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 190.50it/s, v_num=0]
Epoch 187:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 184.99it/s, v_num=0]
Epoch 187:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 181.39it/s, v_num=0]
Epoch 187:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 176.58it/s, v_num=0]
Epoch 187:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 183.40it/s, v_num=0]
Epoch 187:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 178.77it/s, v_num=0]
Epoch 187:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 183.44it/s, v_num=0]
Epoch 187:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 178.75it/s, v_num=0]
Epoch 187:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 181.99it/s, v_num=0]
Epoch 187:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 178.53it/s, v_num=0]
Epoch 187:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 182.96it/s, v_num=0]
Epoch 187:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 179.61it/s, v_num=0]
Epoch 187:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 183.15it/s, v_num=0]
Epoch 187:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 180.30it/s, v_num=0]
Epoch 187:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 183.20it/s, v_num=0]
Epoch 187:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 180.30it/s, v_num=0]
Epoch 187:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 182.87it/s, v_num=0]
Epoch 187:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 180.22it/s, v_num=0]
Epoch 187:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 183.68it/s, v_num=0]
Epoch 187:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 181.36it/s, v_num=0]
Epoch 187:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 183.79it/s, v_num=0]
Epoch 187:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 181.69it/s, v_num=0]
Epoch 187:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 185.44it/s, v_num=0]
Epoch 187:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 183.36it/s, v_num=0]
Epoch 187:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 185.33it/s, v_num=0]
Epoch 187:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 183.27it/s, v_num=0]
Epoch 187:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 185.83it/s, v_num=0]
Epoch 187:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 183.86it/s, v_num=0]
Epoch 187:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.27it/s, v_num=0]
Epoch 187:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 184.19it/s, v_num=0]
Epoch 187: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 185.73it/s, v_num=0]
Epoch 187: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 183.69it/s, v_num=0]
Epoch 187: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 181.48it/s, v_num=0]
Epoch 187:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 188:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 188:   5%|▍         | 1/22 [00:00<00:00, 195.95it/s, v_num=0]
Epoch 188:   5%|▍         | 1/22 [00:00<00:00, 154.26it/s, v_num=0]
Epoch 188:   9%|β–‰         | 2/22 [00:00<00:00, 180.98it/s, v_num=0]
Epoch 188:   9%|β–‰         | 2/22 [00:00<00:00, 162.98it/s, v_num=0]
Epoch 188:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 187.89it/s, v_num=0]
Epoch 188:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 165.78it/s, v_num=0]
Epoch 188:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 183.14it/s, v_num=0]
Epoch 188:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 174.22it/s, v_num=0]
Epoch 188:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 181.00it/s, v_num=0]
Epoch 188:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 173.43it/s, v_num=0]
Epoch 188:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 185.92it/s, v_num=0]
Epoch 188:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 179.67it/s, v_num=0]
Epoch 188:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 189.38it/s, v_num=0]
Epoch 188:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 183.73it/s, v_num=0]
Epoch 188:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 190.61it/s, v_num=0]
Epoch 188:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 185.41it/s, v_num=0]
Epoch 188:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.14it/s, v_num=0]
Epoch 188:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 186.63it/s, v_num=0]
Epoch 188:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 193.37it/s, v_num=0]
Epoch 188:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 189.34it/s, v_num=0]
Epoch 188:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 194.80it/s, v_num=0]
Epoch 188:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 190.84it/s, v_num=0]
Epoch 188:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 194.77it/s, v_num=0]
Epoch 188:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 191.31it/s, v_num=0]
Epoch 188:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 195.31it/s, v_num=0]
Epoch 188:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 192.01it/s, v_num=0]
Epoch 188:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 195.98it/s, v_num=0]
Epoch 188:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 192.64it/s, v_num=0]
Epoch 188:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 191.98it/s, v_num=0]
Epoch 188:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 189.23it/s, v_num=0]
Epoch 188:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 193.04it/s, v_num=0]
Epoch 188:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 190.55it/s, v_num=0]
Epoch 188:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 186.85it/s, v_num=0]
Epoch 188:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 182.62it/s, v_num=0]
Epoch 188:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 182.52it/s, v_num=0]
Epoch 188:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 178.75it/s, v_num=0]
Epoch 188:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 179.63it/s, v_num=0]
Epoch 188:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 176.27it/s, v_num=0]
Epoch 188:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 177.80it/s, v_num=0]
Epoch 188:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 173.88it/s, v_num=0]
Epoch 188:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 173.78it/s, v_num=0]
Epoch 188:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 172.23it/s, v_num=0]
Epoch 188: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 172.37it/s, v_num=0]
Epoch 188: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 171.12it/s, v_num=0]
Epoch 188: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 167.67it/s, v_num=0]
Epoch 188:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 189:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 189:   5%|▍         | 1/22 [00:00<00:00, 154.32it/s, v_num=0]
Epoch 189:   5%|▍         | 1/22 [00:00<00:00, 117.82it/s, v_num=0]
Epoch 189:   9%|β–‰         | 2/22 [00:00<00:00, 148.53it/s, v_num=0]
Epoch 189:   9%|β–‰         | 2/22 [00:00<00:00, 126.82it/s, v_num=0]
Epoch 189:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 150.00it/s, v_num=0]
Epoch 189:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 135.75it/s, v_num=0]
Epoch 189:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 152.81it/s, v_num=0]
Epoch 189:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 148.04it/s, v_num=0]
Epoch 189:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 141.14it/s, v_num=0]
Epoch 189:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 132.42it/s, v_num=0]
Epoch 189:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 140.89it/s, v_num=0]
Epoch 189:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 138.16it/s, v_num=0]
Epoch 189:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 142.35it/s, v_num=0]
Epoch 189:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 139.86it/s, v_num=0]
Epoch 189:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 143.72it/s, v_num=0]
Epoch 189:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 141.23it/s, v_num=0]
Epoch 189:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 146.14it/s, v_num=0]
Epoch 189:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 140.86it/s, v_num=0]
Epoch 189:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 145.59it/s, v_num=0]
Epoch 189:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 143.91it/s, v_num=0]
Epoch 189:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 147.97it/s, v_num=0]
Epoch 189:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 146.40it/s, v_num=0]
Epoch 189:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 150.89it/s, v_num=0]
Epoch 189:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 146.74it/s, v_num=0]
Epoch 189:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.78it/s, v_num=0]
Epoch 189:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 150.28it/s, v_num=0]
Epoch 189:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 152.05it/s, v_num=0]
Epoch 189:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 150.30it/s, v_num=0]
Epoch 189:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 151.57it/s, v_num=0]
Epoch 189:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 150.31it/s, v_num=0]
Epoch 189:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 151.51it/s, v_num=0]
Epoch 189:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 150.13it/s, v_num=0]
Epoch 189:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 150.78it/s, v_num=0]
Epoch 189:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 149.49it/s, v_num=0]
Epoch 189:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.16it/s, v_num=0]
Epoch 189:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 150.09it/s, v_num=0]
Epoch 189:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.29it/s, v_num=0]
Epoch 189:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 148.59it/s, v_num=0]
Epoch 189:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.18it/s, v_num=0]
Epoch 189:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 148.82it/s, v_num=0]
Epoch 189:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.44it/s, v_num=0]
Epoch 189:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 150.42it/s, v_num=0]
Epoch 189: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.05it/s, v_num=0]
Epoch 189: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.16it/s, v_num=0]
Epoch 189: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.39it/s, v_num=0]
Epoch 189:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 190:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 190:   5%|▍         | 1/22 [00:00<00:00, 150.12it/s, v_num=0]
Epoch 190:   5%|▍         | 1/22 [00:00<00:00, 131.68it/s, v_num=0]
Epoch 190:   9%|β–‰         | 2/22 [00:00<00:00, 156.39it/s, v_num=0]
Epoch 190:   9%|β–‰         | 2/22 [00:00<00:00, 134.91it/s, v_num=0]
Epoch 190:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 149.07it/s, v_num=0]
Epoch 190:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 124.31it/s, v_num=0]
Epoch 190:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 131.60it/s, v_num=0]
Epoch 190:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 122.82it/s, v_num=0]
Epoch 190:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 132.53it/s, v_num=0]
Epoch 190:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 129.02it/s, v_num=0]
Epoch 190:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 134.75it/s, v_num=0]
Epoch 190:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 128.61it/s, v_num=0]
Epoch 190:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 134.54it/s, v_num=0]
Epoch 190:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 132.31it/s, v_num=0]
Epoch 190:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 133.32it/s, v_num=0]
Epoch 190:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 130.62it/s, v_num=0]
Epoch 190:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 134.69it/s, v_num=0]
Epoch 190:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 131.10it/s, v_num=0]
Epoch 190:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 134.39it/s, v_num=0]
Epoch 190:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 130.43it/s, v_num=0]
Epoch 190:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 134.57it/s, v_num=0]
Epoch 190:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 132.88it/s, v_num=0]
Epoch 190:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 135.77it/s, v_num=0]
Epoch 190:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 132.32it/s, v_num=0]
Epoch 190:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 134.30it/s, v_num=0]
Epoch 190:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 131.21it/s, v_num=0]
Epoch 190:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 134.09it/s, v_num=0]
Epoch 190:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 132.81it/s, v_num=0]
Epoch 190:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 135.53it/s, v_num=0]
Epoch 190:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 133.19it/s, v_num=0]
Epoch 190:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 137.49it/s, v_num=0]
Epoch 190:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 136.22it/s, v_num=0]
Epoch 190:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 138.78it/s, v_num=0]
Epoch 190:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 137.79it/s, v_num=0]
Epoch 190:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 140.51it/s, v_num=0]
Epoch 190:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 137.99it/s, v_num=0]
Epoch 190:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 139.21it/s, v_num=0]
Epoch 190:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 138.33it/s, v_num=0]
Epoch 190:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 139.95it/s, v_num=0]
Epoch 190:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 139.16it/s, v_num=0]
Epoch 190:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 138.19it/s, v_num=0]
Epoch 190:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 136.35it/s, v_num=0]
Epoch 190: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 138.48it/s, v_num=0]
Epoch 190: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 136.93it/s, v_num=0]
Epoch 190: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 135.59it/s, v_num=0]
Epoch 190:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 191:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 191:   5%|▍         | 1/22 [00:00<00:00, 140.63it/s, v_num=0]
Epoch 191:   5%|▍         | 1/22 [00:00<00:00, 122.71it/s, v_num=0]
Epoch 191:   9%|β–‰         | 2/22 [00:00<00:00, 155.12it/s, v_num=0]
Epoch 191:   9%|β–‰         | 2/22 [00:00<00:00, 145.91it/s, v_num=0]
Epoch 191:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 158.37it/s, v_num=0]
Epoch 191:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 143.27it/s, v_num=0]
Epoch 191:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 157.00it/s, v_num=0]
Epoch 191:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 151.48it/s, v_num=0]
Epoch 191:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 159.18it/s, v_num=0]
Epoch 191:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 148.66it/s, v_num=0]
Epoch 191:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 157.87it/s, v_num=0]
Epoch 191:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 154.58it/s, v_num=0]
Epoch 191:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 159.76it/s, v_num=0]
Epoch 191:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 156.91it/s, v_num=0]
Epoch 191:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 158.87it/s, v_num=0]
Epoch 191:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 152.18it/s, v_num=0]
Epoch 191:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 157.31it/s, v_num=0]
Epoch 191:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 155.13it/s, v_num=0]
Epoch 191:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.93it/s, v_num=0]
Epoch 191:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.89it/s, v_num=0]
Epoch 191:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 160.20it/s, v_num=0]
Epoch 191:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 155.28it/s, v_num=0]
Epoch 191:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 160.02it/s, v_num=0]
Epoch 191:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 157.95it/s, v_num=0]
Epoch 191:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 162.02it/s, v_num=0]
Epoch 191:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.73it/s, v_num=0]
Epoch 191:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 159.42it/s, v_num=0]
Epoch 191:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 157.99it/s, v_num=0]
Epoch 191:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 159.73it/s, v_num=0]
Epoch 191:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 158.42it/s, v_num=0]
Epoch 191:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 160.73it/s, v_num=0]
Epoch 191:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 159.40it/s, v_num=0]
Epoch 191:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 160.56it/s, v_num=0]
Epoch 191:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 153.39it/s, v_num=0]
Epoch 191:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 155.90it/s, v_num=0]
Epoch 191:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 152.97it/s, v_num=0]
Epoch 191:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 156.17it/s, v_num=0]
Epoch 191:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 155.10it/s, v_num=0]
Epoch 191:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 156.65it/s, v_num=0]
Epoch 191:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 155.62it/s, v_num=0]
Epoch 191:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 156.49it/s, v_num=0]
Epoch 191:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 154.23it/s, v_num=0]
Epoch 191: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.08it/s, v_num=0]
Epoch 191: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.16it/s, v_num=0]
Epoch 191: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.40it/s, v_num=0]
Epoch 191:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 192:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 192:   5%|▍         | 1/22 [00:00<00:00, 179.51it/s, v_num=0]
Epoch 192:   5%|▍         | 1/22 [00:00<00:00, 127.25it/s, v_num=0]
Epoch 192:   9%|β–‰         | 2/22 [00:00<00:00, 154.73it/s, v_num=0]
Epoch 192:   9%|β–‰         | 2/22 [00:00<00:00, 146.21it/s, v_num=0]
Epoch 192:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 160.76it/s, v_num=0]
Epoch 192:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 153.49it/s, v_num=0]
Epoch 192:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 164.66it/s, v_num=0]
Epoch 192:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 158.46it/s, v_num=0]
Epoch 192:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 166.80it/s, v_num=0]
Epoch 192:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 161.86it/s, v_num=0]
Epoch 192:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 168.75it/s, v_num=0]
Epoch 192:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 164.51it/s, v_num=0]
Epoch 192:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 169.48it/s, v_num=0]
Epoch 192:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 165.74it/s, v_num=0]
Epoch 192:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 170.71it/s, v_num=0]
Epoch 192:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 166.97it/s, v_num=0]
Epoch 192:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 171.13it/s, v_num=0]
Epoch 192:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 168.58it/s, v_num=0]
Epoch 192:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 169.91it/s, v_num=0]
Epoch 192:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 167.55it/s, v_num=0]
Epoch 192:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 166.86it/s, v_num=0]
Epoch 192:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 164.66it/s, v_num=0]
Epoch 192:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 165.09it/s, v_num=0]
Epoch 192:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 162.72it/s, v_num=0]
Epoch 192:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 164.62it/s, v_num=0]
Epoch 192:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 162.96it/s, v_num=0]
Epoch 192:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 163.42it/s, v_num=0]
Epoch 192:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 159.22it/s, v_num=0]
Epoch 192:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 163.50it/s, v_num=0]
Epoch 192:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 159.74it/s, v_num=0]
Epoch 192:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 161.73it/s, v_num=0]
Epoch 192:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 158.25it/s, v_num=0]
Epoch 192:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 159.43it/s, v_num=0]
Epoch 192:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 158.19it/s, v_num=0]
Epoch 192:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 158.98it/s, v_num=0]
Epoch 192:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 157.80it/s, v_num=0]
Epoch 192:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 158.84it/s, v_num=0]
Epoch 192:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 157.50it/s, v_num=0]
Epoch 192:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 158.58it/s, v_num=0]
Epoch 192:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 157.57it/s, v_num=0]
Epoch 192:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 158.42it/s, v_num=0]
Epoch 192:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.35it/s, v_num=0]
Epoch 192: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.93it/s, v_num=0]
Epoch 192: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.91it/s, v_num=0]
Epoch 192: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.88it/s, v_num=0]
Epoch 192:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 193:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 193:   5%|▍         | 1/22 [00:00<00:00, 182.03it/s, v_num=0]
Epoch 193:   5%|▍         | 1/22 [00:00<00:00, 147.27it/s, v_num=0]
Epoch 193:   9%|β–‰         | 2/22 [00:00<00:00, 163.46it/s, v_num=0]
Epoch 193:   9%|β–‰         | 2/22 [00:00<00:00, 150.73it/s, v_num=0]
Epoch 193:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 166.31it/s, v_num=0]
Epoch 193:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 159.44it/s, v_num=0]
Epoch 193:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 166.03it/s, v_num=0]
Epoch 193:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 157.02it/s, v_num=0]
Epoch 193:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 142.76it/s, v_num=0]
Epoch 193:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 138.20it/s, v_num=0]
Epoch 193:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 144.33it/s, v_num=0]
Epoch 193:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 136.08it/s, v_num=0]
Epoch 193:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 143.10it/s, v_num=0]
Epoch 193:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 139.84it/s, v_num=0]
Epoch 193:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 143.96it/s, v_num=0]
Epoch 193:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 141.57it/s, v_num=0]
Epoch 193:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 146.04it/s, v_num=0]
Epoch 193:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 143.90it/s, v_num=0]
Epoch 193:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 145.48it/s, v_num=0]
Epoch 193:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 140.89it/s, v_num=0]
Epoch 193:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 145.96it/s, v_num=0]
Epoch 193:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 142.20it/s, v_num=0]
Epoch 193:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 145.43it/s, v_num=0]
Epoch 193:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 141.94it/s, v_num=0]
Epoch 193:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 145.33it/s, v_num=0]
Epoch 193:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 143.50it/s, v_num=0]
Epoch 193:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 145.99it/s, v_num=0]
Epoch 193:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 144.49it/s, v_num=0]
Epoch 193:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 146.59it/s, v_num=0]
Epoch 193:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 143.78it/s, v_num=0]
Epoch 193:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 147.40it/s, v_num=0]
Epoch 193:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 144.51it/s, v_num=0]
Epoch 193:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 147.45it/s, v_num=0]
Epoch 193:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 143.50it/s, v_num=0]
Epoch 193:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 142.04it/s, v_num=0]
Epoch 193:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 140.93it/s, v_num=0]
Epoch 193:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 142.21it/s, v_num=0]
Epoch 193:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 140.98it/s, v_num=0]
Epoch 193:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 141.06it/s, v_num=0]
Epoch 193:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 140.02it/s, v_num=0]
Epoch 193:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 141.22it/s, v_num=0]
Epoch 193:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 140.41it/s, v_num=0]
Epoch 193: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 142.15it/s, v_num=0]
Epoch 193: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 141.42it/s, v_num=0]
Epoch 193: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 139.15it/s, v_num=0]
Epoch 193:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 194:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 194:   5%|▍         | 1/22 [00:00<00:00, 170.35it/s, v_num=0]
Epoch 194:   5%|▍         | 1/22 [00:00<00:00, 147.78it/s, v_num=0]
Epoch 194:   9%|β–‰         | 2/22 [00:00<00:00, 156.98it/s, v_num=0]
Epoch 194:   9%|β–‰         | 2/22 [00:00<00:00, 147.34it/s, v_num=0]
Epoch 194:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 159.53it/s, v_num=0]
Epoch 194:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 152.32it/s, v_num=0]
Epoch 194:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 163.25it/s, v_num=0]
Epoch 194:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 157.13it/s, v_num=0]
Epoch 194:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 157.24it/s, v_num=0]
Epoch 194:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 146.01it/s, v_num=0]
Epoch 194:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 153.97it/s, v_num=0]
Epoch 194:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 150.68it/s, v_num=0]
Epoch 194:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 155.34it/s, v_num=0]
Epoch 194:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 149.07it/s, v_num=0]
Epoch 194:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.11it/s, v_num=0]
Epoch 194:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 148.95it/s, v_num=0]
Epoch 194:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 155.35it/s, v_num=0]
Epoch 194:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 149.08it/s, v_num=0]
Epoch 194:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 153.47it/s, v_num=0]
Epoch 194:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 148.68it/s, v_num=0]
Epoch 194:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 152.61it/s, v_num=0]
Epoch 194:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 147.88it/s, v_num=0]
Epoch 194:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 151.60it/s, v_num=0]
Epoch 194:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 149.40it/s, v_num=0]
Epoch 194:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 152.64it/s, v_num=0]
Epoch 194:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.25it/s, v_num=0]
Epoch 194:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 153.11it/s, v_num=0]
Epoch 194:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 151.54it/s, v_num=0]
Epoch 194:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 153.20it/s, v_num=0]
Epoch 194:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 149.78it/s, v_num=0]
Epoch 194:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 152.77it/s, v_num=0]
Epoch 194:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 151.55it/s, v_num=0]
Epoch 194:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 150.91it/s, v_num=0]
Epoch 194:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 149.60it/s, v_num=0]
Epoch 194:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 150.75it/s, v_num=0]
Epoch 194:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 149.70it/s, v_num=0]
Epoch 194:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.12it/s, v_num=0]
Epoch 194:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 150.09it/s, v_num=0]
Epoch 194:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 151.32it/s, v_num=0]
Epoch 194:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.34it/s, v_num=0]
Epoch 194:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 152.21it/s, v_num=0]
Epoch 194:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 150.55it/s, v_num=0]
Epoch 194: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.46it/s, v_num=0]
Epoch 194: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.43it/s, v_num=0]
Epoch 194: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.42it/s, v_num=0]
Epoch 194:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 195:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 195:   5%|▍         | 1/22 [00:00<00:00, 171.83it/s, v_num=0]
Epoch 195:   5%|▍         | 1/22 [00:00<00:00, 147.87it/s, v_num=0]
Epoch 195:   9%|β–‰         | 2/22 [00:00<00:00, 172.27it/s, v_num=0]
Epoch 195:   9%|β–‰         | 2/22 [00:00<00:00, 161.41it/s, v_num=0]
Epoch 195:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 168.51it/s, v_num=0]
Epoch 195:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 159.43it/s, v_num=0]
Epoch 195:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 164.96it/s, v_num=0]
Epoch 195:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 151.77it/s, v_num=0]
Epoch 195:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 157.12it/s, v_num=0]
Epoch 195:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 153.07it/s, v_num=0]
Epoch 195:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 153.37it/s, v_num=0]
Epoch 195:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 149.81it/s, v_num=0]
Epoch 195:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 156.22it/s, v_num=0]
Epoch 195:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 153.36it/s, v_num=0]
Epoch 195:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 159.61it/s, v_num=0]
Epoch 195:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 156.60it/s, v_num=0]
Epoch 195:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 155.78it/s, v_num=0]
Epoch 195:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 151.36it/s, v_num=0]
Epoch 195:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 153.25it/s, v_num=0]
Epoch 195:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 148.59it/s, v_num=0]
Epoch 195:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 146.90it/s, v_num=0]
Epoch 195:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 143.11it/s, v_num=0]
Epoch 195:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 146.78it/s, v_num=0]
Epoch 195:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 145.23it/s, v_num=0]
Epoch 195:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 147.95it/s, v_num=0]
Epoch 195:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 144.17it/s, v_num=0]
Epoch 195:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 147.50it/s, v_num=0]
Epoch 195:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 143.78it/s, v_num=0]
Epoch 195:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 146.81it/s, v_num=0]
Epoch 195:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 145.48it/s, v_num=0]
Epoch 195:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 148.30it/s, v_num=0]
Epoch 195:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 146.70it/s, v_num=0]
Epoch 195:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 148.32it/s, v_num=0]
Epoch 195:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 145.61it/s, v_num=0]
Epoch 195:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 147.41it/s, v_num=0]
Epoch 195:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 146.31it/s, v_num=0]
Epoch 195:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 148.03it/s, v_num=0]
Epoch 195:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 146.61it/s, v_num=0]
Epoch 195:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.05it/s, v_num=0]
Epoch 195:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 148.98it/s, v_num=0]
Epoch 195:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.12it/s, v_num=0]
Epoch 195:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 150.10it/s, v_num=0]
Epoch 195: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.31it/s, v_num=0]
Epoch 195: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.26it/s, v_num=0]
Epoch 195: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.48it/s, v_num=0]
Epoch 195:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 196:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 196:   5%|▍         | 1/22 [00:00<00:00, 135.81it/s, v_num=0]
Epoch 196:   5%|▍         | 1/22 [00:00<00:00, 109.16it/s, v_num=0]
Epoch 196:   9%|β–‰         | 2/22 [00:00<00:00, 137.32it/s, v_num=0]
Epoch 196:   9%|β–‰         | 2/22 [00:00<00:00, 128.66it/s, v_num=0]
Epoch 196:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 148.65it/s, v_num=0]
Epoch 196:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 138.24it/s, v_num=0]
Epoch 196:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 153.65it/s, v_num=0]
Epoch 196:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 145.42it/s, v_num=0]
Epoch 196:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 160.92it/s, v_num=0]
Epoch 196:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 150.77it/s, v_num=0]
Epoch 196:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 157.97it/s, v_num=0]
Epoch 196:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 152.90it/s, v_num=0]
Epoch 196:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 158.51it/s, v_num=0]
Epoch 196:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 155.72it/s, v_num=0]
Epoch 196:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 157.98it/s, v_num=0]
Epoch 196:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 152.01it/s, v_num=0]
Epoch 196:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 152.51it/s, v_num=0]
Epoch 196:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 147.80it/s, v_num=0]
Epoch 196:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 150.19it/s, v_num=0]
Epoch 196:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 144.95it/s, v_num=0]
Epoch 196:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 147.92it/s, v_num=0]
Epoch 196:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 146.15it/s, v_num=0]
Epoch 196:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 148.71it/s, v_num=0]
Epoch 196:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 147.15it/s, v_num=0]
Epoch 196:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 149.21it/s, v_num=0]
Epoch 196:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 145.73it/s, v_num=0]
Epoch 196:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 147.13it/s, v_num=0]
Epoch 196:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 145.96it/s, v_num=0]
Epoch 196:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 143.66it/s, v_num=0]
Epoch 196:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 140.38it/s, v_num=0]
Epoch 196:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 143.09it/s, v_num=0]
Epoch 196:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 137.44it/s, v_num=0]
Epoch 196:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 141.08it/s, v_num=0]
Epoch 196:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 139.93it/s, v_num=0]
Epoch 196:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 142.15it/s, v_num=0]
Epoch 196:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 140.97it/s, v_num=0]
Epoch 196:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 143.93it/s, v_num=0]
Epoch 196:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 142.98it/s, v_num=0]
Epoch 196:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 144.69it/s, v_num=0]
Epoch 196:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 143.68it/s, v_num=0]
Epoch 196:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 145.69it/s, v_num=0]
Epoch 196:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 144.76it/s, v_num=0]
Epoch 196: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 145.89it/s, v_num=0]
Epoch 196: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 145.09it/s, v_num=0]
Epoch 196: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 142.63it/s, v_num=0]
Epoch 196:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 197:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 197:   5%|▍         | 1/22 [00:00<00:00, 145.90it/s, v_num=0]
Epoch 197:   5%|▍         | 1/22 [00:00<00:00, 111.07it/s, v_num=0]
Epoch 197:   9%|β–‰         | 2/22 [00:00<00:00, 150.43it/s, v_num=0]
Epoch 197:   9%|β–‰         | 2/22 [00:00<00:00, 141.97it/s, v_num=0]
Epoch 197:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 153.91it/s, v_num=0]
Epoch 197:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 147.84it/s, v_num=0]
Epoch 197:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 156.48it/s, v_num=0]
Epoch 197:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 151.36it/s, v_num=0]
Epoch 197:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 159.66it/s, v_num=0]
Epoch 197:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 155.62it/s, v_num=0]
Epoch 197:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 160.64it/s, v_num=0]
Epoch 197:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 150.53it/s, v_num=0]
Epoch 197:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 159.07it/s, v_num=0]
Epoch 197:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 155.52it/s, v_num=0]
Epoch 197:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 161.26it/s, v_num=0]
Epoch 197:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 158.33it/s, v_num=0]
Epoch 197:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 160.22it/s, v_num=0]
Epoch 197:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.25it/s, v_num=0]
Epoch 197:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 159.67it/s, v_num=0]
Epoch 197:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 157.71it/s, v_num=0]
Epoch 197:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 158.99it/s, v_num=0]
Epoch 197:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.88it/s, v_num=0]
Epoch 197:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.08it/s, v_num=0]
Epoch 197:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 153.82it/s, v_num=0]
Epoch 197:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.14it/s, v_num=0]
Epoch 197:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 153.63it/s, v_num=0]
Epoch 197:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 154.52it/s, v_num=0]
Epoch 197:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 150.89it/s, v_num=0]
Epoch 197:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 153.12it/s, v_num=0]
Epoch 197:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 151.56it/s, v_num=0]
Epoch 197:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 150.50it/s, v_num=0]
Epoch 197:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 149.34it/s, v_num=0]
Epoch 197:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 149.20it/s, v_num=0]
Epoch 197:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 148.12it/s, v_num=0]
Epoch 197:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 148.92it/s, v_num=0]
Epoch 197:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 146.44it/s, v_num=0]
Epoch 197:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 148.71it/s, v_num=0]
Epoch 197:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 147.64it/s, v_num=0]
Epoch 197:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 149.06it/s, v_num=0]
Epoch 197:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 148.01it/s, v_num=0]
Epoch 197:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 149.50it/s, v_num=0]
Epoch 197:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 148.56it/s, v_num=0]
Epoch 197: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.35it/s, v_num=0]
Epoch 197: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 148.50it/s, v_num=0]
Epoch 197: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.36it/s, v_num=0]
Epoch 197:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 198:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 198:   5%|▍         | 1/22 [00:00<00:00, 141.48it/s, v_num=0]
Epoch 198:   5%|▍         | 1/22 [00:00<00:00, 111.47it/s, v_num=0]
Epoch 198:   9%|β–‰         | 2/22 [00:00<00:00, 128.83it/s, v_num=0]
Epoch 198:   9%|β–‰         | 2/22 [00:00<00:00, 112.99it/s, v_num=0]
Epoch 198:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 140.13it/s, v_num=0]
Epoch 198:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 135.25it/s, v_num=0]
Epoch 198:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 145.13it/s, v_num=0]
Epoch 198:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 140.75it/s, v_num=0]
Epoch 198:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 150.03it/s, v_num=0]
Epoch 198:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 146.63it/s, v_num=0]
Epoch 198:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 152.32it/s, v_num=0]
Epoch 198:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 149.38it/s, v_num=0]
Epoch 198:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 152.98it/s, v_num=0]
Epoch 198:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 148.19it/s, v_num=0]
Epoch 198:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.67it/s, v_num=0]
Epoch 198:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 149.69it/s, v_num=0]
Epoch 198:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 154.93it/s, v_num=0]
Epoch 198:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 152.49it/s, v_num=0]
Epoch 198:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.72it/s, v_num=0]
Epoch 198:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 154.88it/s, v_num=0]
Epoch 198:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 149.10it/s, v_num=0]
Epoch 198:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 142.61it/s, v_num=0]
Epoch 198:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 146.39it/s, v_num=0]
Epoch 198:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 141.97it/s, v_num=0]
Epoch 198:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 145.75it/s, v_num=0]
Epoch 198:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 142.07it/s, v_num=0]
Epoch 198:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 147.48it/s, v_num=0]
Epoch 198:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 145.33it/s, v_num=0]
Epoch 198:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 150.28it/s, v_num=0]
Epoch 198:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 148.65it/s, v_num=0]
Epoch 198:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 153.15it/s, v_num=0]
Epoch 198:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 151.50it/s, v_num=0]
Epoch 198:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 155.26it/s, v_num=0]
Epoch 198:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 153.70it/s, v_num=0]
Epoch 198:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 156.83it/s, v_num=0]
Epoch 198:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 154.88it/s, v_num=0]
Epoch 198:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 158.42it/s, v_num=0]
Epoch 198:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 156.96it/s, v_num=0]
Epoch 198:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 158.98it/s, v_num=0]
Epoch 198:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 157.40it/s, v_num=0]
Epoch 198:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 160.71it/s, v_num=0]
Epoch 198:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 159.29it/s, v_num=0]
Epoch 198: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 162.34it/s, v_num=0]
Epoch 198: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 160.79it/s, v_num=0]
Epoch 198: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.61it/s, v_num=0]
Epoch 198:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 199:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 199:   5%|▍         | 1/22 [00:00<00:00, 216.69it/s, v_num=0]
Epoch 199:   5%|▍         | 1/22 [00:00<00:00, 174.20it/s, v_num=0]
Epoch 199:   9%|β–‰         | 2/22 [00:00<00:00, 219.33it/s, v_num=0]
Epoch 199:   9%|β–‰         | 2/22 [00:00<00:00, 195.29it/s, v_num=0]
Epoch 199:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 207.49it/s, v_num=0]
Epoch 199:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 192.79it/s, v_num=0]
Epoch 199:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 207.08it/s, v_num=0]
Epoch 199:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 196.20it/s, v_num=0]
Epoch 199:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 208.50it/s, v_num=0]
Epoch 199:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 188.88it/s, v_num=0]
Epoch 199:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 191.82it/s, v_num=0]
Epoch 199:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 180.47it/s, v_num=0]
Epoch 199:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 181.34it/s, v_num=0]
Epoch 199:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 168.59it/s, v_num=0]
Epoch 199:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 170.57it/s, v_num=0]
Epoch 199:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 167.84it/s, v_num=0]
Epoch 199:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 168.55it/s, v_num=0]
Epoch 199:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 165.59it/s, v_num=0]
Epoch 199:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 167.21it/s, v_num=0]
Epoch 199:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 164.12it/s, v_num=0]
Epoch 199:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 165.78it/s, v_num=0]
Epoch 199:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 163.69it/s, v_num=0]
Epoch 199:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 164.73it/s, v_num=0]
Epoch 199:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 162.17it/s, v_num=0]
Epoch 199:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.17it/s, v_num=0]
Epoch 199:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 155.18it/s, v_num=0]
Epoch 199:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 154.24it/s, v_num=0]
Epoch 199:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 151.51it/s, v_num=0]
Epoch 199:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 153.05it/s, v_num=0]
Epoch 199:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 151.66it/s, v_num=0]
Epoch 199:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 154.31it/s, v_num=0]
Epoch 199:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 152.94it/s, v_num=0]
Epoch 199:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 154.67it/s, v_num=0]
Epoch 199:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 153.39it/s, v_num=0]
Epoch 199:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 152.81it/s, v_num=0]
Epoch 199:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.53it/s, v_num=0]
Epoch 199:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.77it/s, v_num=0]
Epoch 199:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.43it/s, v_num=0]
Epoch 199:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 153.40it/s, v_num=0]
Epoch 199:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 152.35it/s, v_num=0]
Epoch 199:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 154.86it/s, v_num=0]
Epoch 199:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 153.68it/s, v_num=0]
Epoch 199: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 155.80it/s, v_num=0]
Epoch 199: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.76it/s, v_num=0]
Epoch 199: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.09it/s, v_num=0]
Epoch 199:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 200:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 200:   5%|▍         | 1/22 [00:00<00:00, 171.54it/s, v_num=0]
Epoch 200:   5%|▍         | 1/22 [00:00<00:00, 142.40it/s, v_num=0]
Epoch 200:   9%|β–‰         | 2/22 [00:00<00:00, 184.18it/s, v_num=0]
Epoch 200:   9%|β–‰         | 2/22 [00:00<00:00, 169.94it/s, v_num=0]
Epoch 200:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 183.91it/s, v_num=0]
Epoch 200:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 173.96it/s, v_num=0]
Epoch 200:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 185.53it/s, v_num=0]
Epoch 200:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 176.03it/s, v_num=0]
Epoch 200:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 186.77it/s, v_num=0]
Epoch 200:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 181.25it/s, v_num=0]
Epoch 200:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 189.63it/s, v_num=0]
Epoch 200:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 184.81it/s, v_num=0]
Epoch 200:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 181.24it/s, v_num=0]
Epoch 200:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 172.13it/s, v_num=0]
Epoch 200:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 174.30it/s, v_num=0]
Epoch 200:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 165.82it/s, v_num=0]
Epoch 200:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 164.53it/s, v_num=0]
Epoch 200:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 160.55it/s, v_num=0]
Epoch 200:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 163.75it/s, v_num=0]
Epoch 200:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 158.53it/s, v_num=0]
Epoch 200:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 161.13it/s, v_num=0]
Epoch 200:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 155.91it/s, v_num=0]
Epoch 200:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 158.45it/s, v_num=0]
Epoch 200:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 156.72it/s, v_num=0]
Epoch 200:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 159.36it/s, v_num=0]
Epoch 200:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.38it/s, v_num=0]
Epoch 200:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 159.32it/s, v_num=0]
Epoch 200:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 156.97it/s, v_num=0]
Epoch 200:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 161.63it/s, v_num=0]
Epoch 200:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 159.49it/s, v_num=0]
Epoch 200:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 163.11it/s, v_num=0]
Epoch 200:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 161.14it/s, v_num=0]
Epoch 200:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 164.83it/s, v_num=0]
Epoch 200:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 162.95it/s, v_num=0]
Epoch 200:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 165.95it/s, v_num=0]
Epoch 200:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 163.93it/s, v_num=0]
Epoch 200:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 167.15it/s, v_num=0]
Epoch 200:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 165.21it/s, v_num=0]
Epoch 200:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 168.67it/s, v_num=0]
Epoch 200:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 166.93it/s, v_num=0]
Epoch 200:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 169.94it/s, v_num=0]
Epoch 200:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 168.37it/s, v_num=0]
Epoch 200: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 171.37it/s, v_num=0]
Epoch 200: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 169.48it/s, v_num=0]
Epoch 200: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 167.63it/s, v_num=0]
Epoch 200:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 201:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 201:   5%|▍         | 1/22 [00:00<00:00, 189.50it/s, v_num=0]
Epoch 201:   5%|▍         | 1/22 [00:00<00:00, 152.10it/s, v_num=0]
Epoch 201:   9%|β–‰         | 2/22 [00:00<00:00, 185.52it/s, v_num=0]
Epoch 201:   9%|β–‰         | 2/22 [00:00<00:00, 165.31it/s, v_num=0]
Epoch 201:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 170.90it/s, v_num=0]
Epoch 201:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 151.47it/s, v_num=0]
Epoch 201:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 162.68it/s, v_num=0]
Epoch 201:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 157.32it/s, v_num=0]
Epoch 201:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 162.04it/s, v_num=0]
Epoch 201:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 157.68it/s, v_num=0]
Epoch 201:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 163.86it/s, v_num=0]
Epoch 201:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 154.08it/s, v_num=0]
Epoch 201:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 157.69it/s, v_num=0]
Epoch 201:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 153.59it/s, v_num=0]
Epoch 201:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.75it/s, v_num=0]
Epoch 201:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 150.38it/s, v_num=0]
Epoch 201:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 155.77it/s, v_num=0]
Epoch 201:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 150.18it/s, v_num=0]
Epoch 201:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 154.95it/s, v_num=0]
Epoch 201:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 152.58it/s, v_num=0]
Epoch 201:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 155.48it/s, v_num=0]
Epoch 201:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 149.95it/s, v_num=0]
Epoch 201:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 153.09it/s, v_num=0]
Epoch 201:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 151.03it/s, v_num=0]
Epoch 201:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 154.20it/s, v_num=0]
Epoch 201:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 152.74it/s, v_num=0]
Epoch 201:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 154.65it/s, v_num=0]
Epoch 201:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 153.33it/s, v_num=0]
Epoch 201:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 155.77it/s, v_num=0]
Epoch 201:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 154.43it/s, v_num=0]
Epoch 201:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 155.39it/s, v_num=0]
Epoch 201:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 151.47it/s, v_num=0]
Epoch 201:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 152.60it/s, v_num=0]
Epoch 201:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 151.36it/s, v_num=0]
Epoch 201:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 153.32it/s, v_num=0]
Epoch 201:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 151.46it/s, v_num=0]
Epoch 201:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 152.77it/s, v_num=0]
Epoch 201:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 150.17it/s, v_num=0]
Epoch 201:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 152.73it/s, v_num=0]
Epoch 201:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 151.65it/s, v_num=0]
Epoch 201:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 152.97it/s, v_num=0]
Epoch 201:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.91it/s, v_num=0]
Epoch 201: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.02it/s, v_num=0]
Epoch 201: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.03it/s, v_num=0]
Epoch 201: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.67it/s, v_num=0]
Epoch 201:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 202:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 202:   5%|▍         | 1/22 [00:00<00:00, 163.68it/s, v_num=0]
Epoch 202:   5%|▍         | 1/22 [00:00<00:00, 112.55it/s, v_num=0]
Epoch 202:   9%|β–‰         | 2/22 [00:00<00:00, 153.56it/s, v_num=0]
Epoch 202:   9%|β–‰         | 2/22 [00:00<00:00, 131.34it/s, v_num=0]
Epoch 202:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 155.48it/s, v_num=0]
Epoch 202:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 148.74it/s, v_num=0]
Epoch 202:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 162.12it/s, v_num=0]
Epoch 202:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 157.15it/s, v_num=0]
Epoch 202:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 161.97it/s, v_num=0]
Epoch 202:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 157.98it/s, v_num=0]
Epoch 202:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 163.08it/s, v_num=0]
Epoch 202:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 159.56it/s, v_num=0]
Epoch 202:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 158.32it/s, v_num=0]
Epoch 202:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 149.57it/s, v_num=0]
Epoch 202:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 158.22it/s, v_num=0]
Epoch 202:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 155.51it/s, v_num=0]
Epoch 202:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 159.88it/s, v_num=0]
Epoch 202:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 157.04it/s, v_num=0]
Epoch 202:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 156.00it/s, v_num=0]
Epoch 202:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 150.63it/s, v_num=0]
Epoch 202:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 154.93it/s, v_num=0]
Epoch 202:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.23it/s, v_num=0]
Epoch 202:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 156.26it/s, v_num=0]
Epoch 202:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 152.98it/s, v_num=0]
Epoch 202:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 158.98it/s, v_num=0]
Epoch 202:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.43it/s, v_num=0]
Epoch 202:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 159.15it/s, v_num=0]
Epoch 202:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 155.90it/s, v_num=0]
Epoch 202:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 158.46it/s, v_num=0]
Epoch 202:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 157.14it/s, v_num=0]
Epoch 202:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 158.70it/s, v_num=0]
Epoch 202:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 155.38it/s, v_num=0]
Epoch 202:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 158.13it/s, v_num=0]
Epoch 202:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 156.89it/s, v_num=0]
Epoch 202:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 158.95it/s, v_num=0]
Epoch 202:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 157.75it/s, v_num=0]
Epoch 202:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 159.53it/s, v_num=0]
Epoch 202:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 158.35it/s, v_num=0]
Epoch 202:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 159.64it/s, v_num=0]
Epoch 202:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 157.18it/s, v_num=0]
Epoch 202:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 158.56it/s, v_num=0]
Epoch 202:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 157.57it/s, v_num=0]
Epoch 202: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 159.24it/s, v_num=0]
Epoch 202: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 156.75it/s, v_num=0]
Epoch 202: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 154.53it/s, v_num=0]
Epoch 202:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 203:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 203:   5%|▍         | 1/22 [00:00<00:00, 146.86it/s, v_num=0]
Epoch 203:   5%|▍         | 1/22 [00:00<00:00, 129.32it/s, v_num=0]
Epoch 203:   9%|β–‰         | 2/22 [00:00<00:00, 148.12it/s, v_num=0]
Epoch 203:   9%|β–‰         | 2/22 [00:00<00:00, 130.64it/s, v_num=0]
Epoch 203:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 152.18it/s, v_num=0]
Epoch 203:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 146.56it/s, v_num=0]
Epoch 203:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 140.06it/s, v_num=0]
Epoch 203:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 136.17it/s, v_num=0]
Epoch 203:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 144.90it/s, v_num=0]
Epoch 203:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 141.53it/s, v_num=0]
Epoch 203:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 149.04it/s, v_num=0]
Epoch 203:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 141.32it/s, v_num=0]
Epoch 203:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 147.70it/s, v_num=0]
Epoch 203:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 142.38it/s, v_num=0]
Epoch 203:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 149.30it/s, v_num=0]
Epoch 203:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 142.74it/s, v_num=0]
Epoch 203:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 150.40it/s, v_num=0]
Epoch 203:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 148.20it/s, v_num=0]
Epoch 203:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 152.10it/s, v_num=0]
Epoch 203:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 150.45it/s, v_num=0]
Epoch 203:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.78it/s, v_num=0]
Epoch 203:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 151.58it/s, v_num=0]
Epoch 203:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.98it/s, v_num=0]
Epoch 203:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 150.91it/s, v_num=0]
Epoch 203:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 146.69it/s, v_num=0]
Epoch 203:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 145.24it/s, v_num=0]
Epoch 203:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 147.78it/s, v_num=0]
Epoch 203:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 146.55it/s, v_num=0]
Epoch 203:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 148.78it/s, v_num=0]
Epoch 203:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 145.42it/s, v_num=0]
Epoch 203:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 148.29it/s, v_num=0]
Epoch 203:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 147.20it/s, v_num=0]
Epoch 203:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 148.92it/s, v_num=0]
Epoch 203:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 147.88it/s, v_num=0]
Epoch 203:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 149.74it/s, v_num=0]
Epoch 203:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 148.68it/s, v_num=0]
Epoch 203:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 150.51it/s, v_num=0]
Epoch 203:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 149.62it/s, v_num=0]
Epoch 203:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 152.00it/s, v_num=0]
Epoch 203:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 149.89it/s, v_num=0]
Epoch 203:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 150.59it/s, v_num=0]
Epoch 203:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 148.93it/s, v_num=0]
Epoch 203: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.73it/s, v_num=0]
Epoch 203: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 149.90it/s, v_num=0]
Epoch 203: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 147.01it/s, v_num=0]
Epoch 203:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 204:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 204:   5%|▍         | 1/22 [00:00<00:00, 146.31it/s, v_num=0]
Epoch 204:   5%|▍         | 1/22 [00:00<00:00, 126.08it/s, v_num=0]
Epoch 204:   9%|β–‰         | 2/22 [00:00<00:00, 154.23it/s, v_num=0]
Epoch 204:   9%|β–‰         | 2/22 [00:00<00:00, 143.11it/s, v_num=0]
Epoch 204:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 156.81it/s, v_num=0]
Epoch 204:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 142.10it/s, v_num=0]
Epoch 204:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 155.15it/s, v_num=0]
Epoch 204:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 142.21it/s, v_num=0]
Epoch 204:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 150.72it/s, v_num=0]
Epoch 204:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 142.49it/s, v_num=0]
Epoch 204:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 151.59it/s, v_num=0]
Epoch 204:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 144.63it/s, v_num=0]
Epoch 204:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 152.08it/s, v_num=0]
Epoch 204:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 145.62it/s, v_num=0]
Epoch 204:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 150.47it/s, v_num=0]
Epoch 204:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 148.22it/s, v_num=0]
Epoch 204:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 152.15it/s, v_num=0]
Epoch 204:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 146.04it/s, v_num=0]
Epoch 204:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 153.60it/s, v_num=0]
Epoch 204:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 151.69it/s, v_num=0]
Epoch 204:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.54it/s, v_num=0]
Epoch 204:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 148.86it/s, v_num=0]
Epoch 204:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 150.69it/s, v_num=0]
Epoch 204:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 146.42it/s, v_num=0]
Epoch 204:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 144.58it/s, v_num=0]
Epoch 204:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 142.94it/s, v_num=0]
Epoch 204:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 141.63it/s, v_num=0]
Epoch 204:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 140.10it/s, v_num=0]
Epoch 204:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 143.00it/s, v_num=0]
Epoch 204:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 141.69it/s, v_num=0]
Epoch 204:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 144.57it/s, v_num=0]
Epoch 204:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 143.57it/s, v_num=0]
Epoch 204:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 146.60it/s, v_num=0]
Epoch 204:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 145.60it/s, v_num=0]
Epoch 204:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 147.99it/s, v_num=0]
Epoch 204:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 147.06it/s, v_num=0]
Epoch 204:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 149.28it/s, v_num=0]
Epoch 204:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 148.42it/s, v_num=0]
Epoch 204:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.73it/s, v_num=0]
Epoch 204:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 149.84it/s, v_num=0]
Epoch 204:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 152.04it/s, v_num=0]
Epoch 204:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 151.05it/s, v_num=0]
Epoch 204: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 152.98it/s, v_num=0]
Epoch 204: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 151.86it/s, v_num=0]
Epoch 204: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 150.86it/s, v_num=0]
Epoch 204:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 205:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 205:   5%|▍         | 1/22 [00:00<00:00, 237.17it/s, v_num=0]
Epoch 205:   5%|▍         | 1/22 [00:00<00:00, 181.10it/s, v_num=0]
Epoch 205:   9%|β–‰         | 2/22 [00:00<00:00, 207.84it/s, v_num=0]
Epoch 205:   9%|β–‰         | 2/22 [00:00<00:00, 186.81it/s, v_num=0]
Epoch 205:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 210.70it/s, v_num=0]
Epoch 205:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 195.03it/s, v_num=0]
Epoch 205:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 211.91it/s, v_num=0]
Epoch 205:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 199.11it/s, v_num=0]
Epoch 205:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 210.52it/s, v_num=0]
Epoch 205:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 200.88it/s, v_num=0]
Epoch 205:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 211.97it/s, v_num=0]
Epoch 205:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 203.96it/s, v_num=0]
Epoch 205:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 212.79it/s, v_num=0]
Epoch 205:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 205.73it/s, v_num=0]
Epoch 205:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 212.86it/s, v_num=0]
Epoch 205:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 206.23it/s, v_num=0]
Epoch 205:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 212.08it/s, v_num=0]
Epoch 205:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 206.80it/s, v_num=0]
Epoch 205:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 211.44it/s, v_num=0]
Epoch 205:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 206.62it/s, v_num=0]
Epoch 205:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 198.65it/s, v_num=0]
Epoch 205:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 194.57it/s, v_num=0]
Epoch 205:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 197.17it/s, v_num=0]
Epoch 205:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 193.15it/s, v_num=0]
Epoch 205:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 196.45it/s, v_num=0]
Epoch 205:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 193.03it/s, v_num=0]
Epoch 205:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 195.10it/s, v_num=0]
Epoch 205:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 191.80it/s, v_num=0]
Epoch 205:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 195.29it/s, v_num=0]
Epoch 205:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 192.26it/s, v_num=0]
Epoch 205:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 194.96it/s, v_num=0]
Epoch 205:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 192.24it/s, v_num=0]
Epoch 205:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 195.00it/s, v_num=0]
Epoch 205:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 192.29it/s, v_num=0]
Epoch 205:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 194.16it/s, v_num=0]
Epoch 205:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.60it/s, v_num=0]
Epoch 205:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 193.29it/s, v_num=0]
Epoch 205:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 190.99it/s, v_num=0]
Epoch 205:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 192.90it/s, v_num=0]
Epoch 205:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 190.57it/s, v_num=0]
Epoch 205:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 193.59it/s, v_num=0]
Epoch 205:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.48it/s, v_num=0]
Epoch 205: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 193.30it/s, v_num=0]
Epoch 205: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.25it/s, v_num=0]
Epoch 205: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 188.67it/s, v_num=0]
Epoch 205:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 206:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 206:   5%|▍         | 1/22 [00:00<00:00, 221.89it/s, v_num=0]
Epoch 206:   5%|▍         | 1/22 [00:00<00:00, 178.95it/s, v_num=0]
Epoch 206:   9%|β–‰         | 2/22 [00:00<00:00, 216.14it/s, v_num=0]
Epoch 206:   9%|β–‰         | 2/22 [00:00<00:00, 191.32it/s, v_num=0]
Epoch 206:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 208.66it/s, v_num=0]
Epoch 206:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 193.75it/s, v_num=0]
Epoch 206:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 211.62it/s, v_num=0]
Epoch 206:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 195.17it/s, v_num=0]
Epoch 206:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 207.92it/s, v_num=0]
Epoch 206:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 198.18it/s, v_num=0]
Epoch 206:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 208.46it/s, v_num=0]
Epoch 206:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 199.04it/s, v_num=0]
Epoch 206:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 208.49it/s, v_num=0]
Epoch 206:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 201.12it/s, v_num=0]
Epoch 206:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 207.98it/s, v_num=0]
Epoch 206:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 200.31it/s, v_num=0]
Epoch 206:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 197.47it/s, v_num=0]
Epoch 206:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 192.20it/s, v_num=0]
Epoch 206:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 197.20it/s, v_num=0]
Epoch 206:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 193.00it/s, v_num=0]
Epoch 206:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 198.28it/s, v_num=0]
Epoch 206:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 194.05it/s, v_num=0]
Epoch 206:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 196.17it/s, v_num=0]
Epoch 206:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 192.08it/s, v_num=0]
Epoch 206:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 194.65it/s, v_num=0]
Epoch 206:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 191.27it/s, v_num=0]
Epoch 206:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 194.60it/s, v_num=0]
Epoch 206:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 190.41it/s, v_num=0]
Epoch 206:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 193.61it/s, v_num=0]
Epoch 206:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.61it/s, v_num=0]
Epoch 206:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 193.56it/s, v_num=0]
Epoch 206:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 190.80it/s, v_num=0]
Epoch 206:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 194.22it/s, v_num=0]
Epoch 206:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 191.33it/s, v_num=0]
Epoch 206:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 194.01it/s, v_num=0]
Epoch 206:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.47it/s, v_num=0]
Epoch 206:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 186.35it/s, v_num=0]
Epoch 206:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 184.07it/s, v_num=0]
Epoch 206:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 186.20it/s, v_num=0]
Epoch 206:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 183.89it/s, v_num=0]
Epoch 206:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 186.38it/s, v_num=0]
Epoch 206:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 184.38it/s, v_num=0]
Epoch 206: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 186.35it/s, v_num=0]
Epoch 206: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 184.55it/s, v_num=0]
Epoch 206: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 182.69it/s, v_num=0]
Epoch 206:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 207:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 207:   5%|▍         | 1/22 [00:00<00:00, 205.69it/s, v_num=0]
Epoch 207:   5%|▍         | 1/22 [00:00<00:00, 163.22it/s, v_num=0]
Epoch 207:   9%|β–‰         | 2/22 [00:00<00:00, 202.28it/s, v_num=0]
Epoch 207:   9%|β–‰         | 2/22 [00:00<00:00, 181.12it/s, v_num=0]
Epoch 207:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 190.16it/s, v_num=0]
Epoch 207:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 176.89it/s, v_num=0]
Epoch 207:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 192.93it/s, v_num=0]
Epoch 207:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 180.21it/s, v_num=0]
Epoch 207:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 192.72it/s, v_num=0]
Epoch 207:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 183.99it/s, v_num=0]
Epoch 207:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 187.61it/s, v_num=0]
Epoch 207:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 180.39it/s, v_num=0]
Epoch 207:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 187.08it/s, v_num=0]
Epoch 207:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 160.80it/s, v_num=0]
Epoch 207:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 164.65it/s, v_num=0]
Epoch 207:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 161.95it/s, v_num=0]
Epoch 207:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 165.42it/s, v_num=0]
Epoch 207:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 162.83it/s, v_num=0]
Epoch 207:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 164.14it/s, v_num=0]
Epoch 207:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 161.00it/s, v_num=0]
Epoch 207:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 162.84it/s, v_num=0]
Epoch 207:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 160.54it/s, v_num=0]
Epoch 207:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 151.03it/s, v_num=0]
Epoch 207:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 147.17it/s, v_num=0]
Epoch 207:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 151.03it/s, v_num=0]
Epoch 207:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 146.87it/s, v_num=0]
Epoch 207:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 149.05it/s, v_num=0]
Epoch 207:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 146.01it/s, v_num=0]
Epoch 207:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 148.82it/s, v_num=0]
Epoch 207:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 147.60it/s, v_num=0]
Epoch 207:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 149.02it/s, v_num=0]
Epoch 207:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 147.90it/s, v_num=0]
Epoch 207:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 149.97it/s, v_num=0]
Epoch 207:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 148.96it/s, v_num=0]
Epoch 207:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 150.84it/s, v_num=0]
Epoch 207:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 149.58it/s, v_num=0]
Epoch 207:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 151.23it/s, v_num=0]
Epoch 207:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 148.48it/s, v_num=0]
Epoch 207:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 150.97it/s, v_num=0]
Epoch 207:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 148.51it/s, v_num=0]
Epoch 207:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 150.10it/s, v_num=0]
Epoch 207:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 144.82it/s, v_num=0]
Epoch 207: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 145.26it/s, v_num=0]
Epoch 207: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 144.24it/s, v_num=0]
Epoch 207: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 141.63it/s, v_num=0]
Epoch 207:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 208:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 208:   5%|▍         | 1/22 [00:00<00:00, 142.17it/s, v_num=0]
Epoch 208:   5%|▍         | 1/22 [00:00<00:00, 108.66it/s, v_num=0]
Epoch 208:   9%|β–‰         | 2/22 [00:00<00:00, 141.27it/s, v_num=0]
Epoch 208:   9%|β–‰         | 2/22 [00:00<00:00, 121.14it/s, v_num=0]
Epoch 208:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 143.82it/s, v_num=0]
Epoch 208:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 138.05it/s, v_num=0]
Epoch 208:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 155.90it/s, v_num=0]
Epoch 208:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 149.07it/s, v_num=0]
Epoch 208:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 157.54it/s, v_num=0]
Epoch 208:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 153.27it/s, v_num=0]
Epoch 208:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 153.81it/s, v_num=0]
Epoch 208:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 149.88it/s, v_num=0]
Epoch 208:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 152.85it/s, v_num=0]
Epoch 208:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 149.39it/s, v_num=0]
Epoch 208:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 151.28it/s, v_num=0]
Epoch 208:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 149.03it/s, v_num=0]
Epoch 208:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 155.93it/s, v_num=0]
Epoch 208:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 152.65it/s, v_num=0]
Epoch 208:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 155.42it/s, v_num=0]
Epoch 208:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 153.24it/s, v_num=0]
Epoch 208:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 155.96it/s, v_num=0]
Epoch 208:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 153.96it/s, v_num=0]
Epoch 208:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 155.98it/s, v_num=0]
Epoch 208:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 154.30it/s, v_num=0]
Epoch 208:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 159.74it/s, v_num=0]
Epoch 208:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 157.48it/s, v_num=0]
Epoch 208:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 162.88it/s, v_num=0]
Epoch 208:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 160.47it/s, v_num=0]
Epoch 208:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 163.80it/s, v_num=0]
Epoch 208:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 161.80it/s, v_num=0]
Epoch 208:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 165.51it/s, v_num=0]
Epoch 208:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 163.58it/s, v_num=0]
Epoch 208:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 167.13it/s, v_num=0]
Epoch 208:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 165.29it/s, v_num=0]
Epoch 208:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 168.07it/s, v_num=0]
Epoch 208:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 166.30it/s, v_num=0]
Epoch 208:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 169.21it/s, v_num=0]
Epoch 208:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 167.97it/s, v_num=0]
Epoch 208:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 170.45it/s, v_num=0]
Epoch 208:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 169.04it/s, v_num=0]
Epoch 208:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 171.25it/s, v_num=0]
Epoch 208:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 169.40it/s, v_num=0]
Epoch 208: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 172.10it/s, v_num=0]
Epoch 208: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 170.37it/s, v_num=0]
Epoch 208: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 168.83it/s, v_num=0]
Epoch 208:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 209:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 209:   5%|▍         | 1/22 [00:00<00:00, 193.24it/s, v_num=0]
Epoch 209:   5%|▍         | 1/22 [00:00<00:00, 159.04it/s, v_num=0]
Epoch 209:   9%|β–‰         | 2/22 [00:00<00:00, 201.48it/s, v_num=0]
Epoch 209:   9%|β–‰         | 2/22 [00:00<00:00, 178.95it/s, v_num=0]
Epoch 209:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 170.98it/s, v_num=0]
Epoch 209:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 161.81it/s, v_num=0]
Epoch 209:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 178.53it/s, v_num=0]
Epoch 209:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 168.75it/s, v_num=0]
Epoch 209:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 181.79it/s, v_num=0]
Epoch 209:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 176.21it/s, v_num=0]
Epoch 209:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 186.50it/s, v_num=0]
Epoch 209:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 178.80it/s, v_num=0]
Epoch 209:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 187.07it/s, v_num=0]
Epoch 209:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 183.15it/s, v_num=0]
Epoch 209:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 190.29it/s, v_num=0]
Epoch 209:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 186.04it/s, v_num=0]
Epoch 209:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 191.18it/s, v_num=0]
Epoch 209:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 186.56it/s, v_num=0]
Epoch 209:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 192.18it/s, v_num=0]
Epoch 209:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 187.27it/s, v_num=0]
Epoch 209:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 191.37it/s, v_num=0]
Epoch 209:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 187.54it/s, v_num=0]
Epoch 209:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 192.59it/s, v_num=0]
Epoch 209:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 190.21it/s, v_num=0]
Epoch 209:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 189.75it/s, v_num=0]
Epoch 209:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 187.39it/s, v_num=0]
Epoch 209:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 189.91it/s, v_num=0]
Epoch 209:  64%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž   | 14/22 [00:00<00:00, 187.36it/s, v_num=0]
Epoch 209:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 190.47it/s, v_num=0]
Epoch 209:  68%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Š   | 15/22 [00:00<00:00, 188.53it/s, v_num=0]
Epoch 209:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 189.89it/s, v_num=0]
Epoch 209:  73%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Ž  | 16/22 [00:00<00:00, 187.58it/s, v_num=0]
Epoch 209:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 190.45it/s, v_num=0]
Epoch 209:  77%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹  | 17/22 [00:00<00:00, 188.78it/s, v_num=0]
Epoch 209:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 191.74it/s, v_num=0]
Epoch 209:  82%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ– | 18/22 [00:00<00:00, 189.67it/s, v_num=0]
Epoch 209:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 191.40it/s, v_num=0]
Epoch 209:  86%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹ | 19/22 [00:00<00:00, 189.73it/s, v_num=0]
Epoch 209:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 192.17it/s, v_num=0]
Epoch 209:  91%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ | 20/22 [00:00<00:00, 189.96it/s, v_num=0]
Epoch 209:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 192.73it/s, v_num=0]
Epoch 209:  95%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–Œ| 21/22 [00:00<00:00, 191.30it/s, v_num=0]
Epoch 209: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 193.13it/s, v_num=0]
Epoch 209: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 191.44it/s, v_num=0]
Epoch 209: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 22/22 [00:00<00:00, 189.17it/s, v_num=0]
Epoch 209:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]          
Epoch 210:   0%|          | 0/22 [00:00<?, ?it/s, v_num=0]
Epoch 210:   5%|▍         | 1/22 [00:00<00:00, 200.90it/s, v_num=0]
Epoch 210:   5%|▍         | 1/22 [00:00<00:00, 161.95it/s, v_num=0]
Epoch 210:   9%|β–‰         | 2/22 [00:00<00:00, 195.56it/s, v_num=0]
Epoch 210:   9%|β–‰         | 2/22 [00:00<00:00, 177.71it/s, v_num=0]
Epoch 210:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 197.08it/s, v_num=0]
Epoch 210:  14%|β–ˆβ–Ž        | 3/22 [00:00<00:00, 184.14it/s, v_num=0]
Epoch 210:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 200.45it/s, v_num=0]
Epoch 210:  18%|β–ˆβ–Š        | 4/22 [00:00<00:00, 192.70it/s, v_num=0]
Epoch 210:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 201.40it/s, v_num=0]
Epoch 210:  23%|β–ˆβ–ˆβ–Ž       | 5/22 [00:00<00:00, 194.74it/s, v_num=0]
Epoch 210:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 202.67it/s, v_num=0]
Epoch 210:  27%|β–ˆβ–ˆβ–‹       | 6/22 [00:00<00:00, 194.44it/s, v_num=0]
Epoch 210:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 201.94it/s, v_num=0]
Epoch 210:  32%|β–ˆβ–ˆβ–ˆβ–      | 7/22 [00:00<00:00, 196.69it/s, v_num=0]
Epoch 210:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 202.08it/s, v_num=0]
Epoch 210:  36%|β–ˆβ–ˆβ–ˆβ–‹      | 8/22 [00:00<00:00, 187.92it/s, v_num=0]
Epoch 210:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 180.84it/s, v_num=0]
Epoch 210:  41%|β–ˆβ–ˆβ–ˆβ–ˆ      | 9/22 [00:00<00:00, 175.85it/s, v_num=0]
Epoch 210:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 175.91it/s, v_num=0]
Epoch 210:  45%|β–ˆβ–ˆβ–ˆβ–ˆβ–Œ     | 10/22 [00:00<00:00, 169.99it/s, v_num=0]
Epoch 210:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 173.35it/s, v_num=0]
Epoch 210:  50%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ     | 11/22 [00:00<00:00, 171.04it/s, v_num=0]
Epoch 210:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 172.63it/s, v_num=0]
Epoch 210:  55%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–    | 12/22 [00:00<00:00, 170.52it/s, v_num=0]
Epoch 210:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 168.27it/s, v_num=0]
Epoch 210:  59%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‰    | 13/22 [00:00<00:00, 166.42it/s, v_num=0]
/opt/hostedtoolcache/Python/3.9.16/x64/lib/python3.9/site-packages/pytorch_lightning/trainer/call.py:54: UserWarning:

Detected KeyboardInterrupt, attempting graceful shutdown...

1.7.2. Plotting Training Error#

Now we can plot the training error as the number of epochs increases.

import pandas as pd
loss = pd.read_csv("logs_csv/lightning_logs/version_0/metrics.csv")

fig, ax = plt.subplots()
ax.semilogy(loss["epoch"], loss["train_loss"])
ax.set_xlabel("Epoch")
ax.set_ylabel("Training Errors")
Text(0, 0.5, 'Training Errors')
_images/6fd0b9771c47c6127938f848435eb9eb9b0f8db33ff096f47118520972999124.png

1.7.3. Plotting Reference, Predicted, and Difference Surfaces#

Again, we plot the reference, predicted, and difference surfaces using the more refined neural network implementation.

show_surface(model)
diff, min, max: -1145.8149827866257 7.318558828272096
_images/77f414a00f6c9689d318b467fb1389b2484ddff28fd9e214fd1d3632e9af6cd1.png